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"https://www.stc.com.bh/media-center/template?id=4188", "searchedDate": "2026-10-10", "method": "Official-domain targeted web search, then document/page opening where stated", "accessResult": "full_page", "queryFamily": "stc Bahrain AI artificial intelligence annual report 2025 2026 network governance workforce", "boundedReview": true }, { "sourceId": "T-S24", "url": "https://business.stc.com.bh/ai-solutions/stc-agentic-ai", "searchedDate": "2026-10-10", "method": "Official-domain targeted web search, then document/page opening where stated", "accessResult": "indexed_excerpt", "queryFamily": "stc Bahrain AI artificial intelligence annual report 2025 2026 network governance workforce", "boundedReview": true }, { "companyId": "aramco", "date": "2026-10-10", "queries": [ "site:aramco.com AI machine learning Fadhili operations", "site:aramco.com \"AI\" \"training\" \"2025\"" ], "passagesChecked": "Named facility, supply-chain, development-center and workforce passages; 2025 sustainability PDF lead not fully reviewed.", "languages": [ "English" ], "searchCompleteness": "Bounded non-exhaustive; nine-theme lens applied to retained passages, not nine independent searches.", "reviewedSourceIds": [ "ENE-S01", "ENE-S02" ] }, { "companyId": "sec", "date": "2026-10-10", "queries": [ "site:se.com.sa \"artificial intelligence\" \"2025\" maintenance", "site:se.com.sa \"Saudi Energy\" \"name\"" ], "passagesChecked": "Complete 148-page 2024 PDF keyword screen; all AI matches read physical pages20,62,79,127. Current archive shell only; 2024 sustainability and ARCI2025 paper inaccessible through web.", "languages": [ "English" ], "searchCompleteness": "Bounded non-exhaustive; nine-theme lens applied to retained passages, not nine independent searches.", "reviewedSourceIds": [ "ENE-S03" ] }, { "companyId": "adnoc", "date": "2026-10-10", "queries": [ "site:adnoc.ae AI Neuron5 RoboWell2024 2025", "site:adnoc.ae artificial intelligence training ENERGYai governance" ], "passagesChecked": "Exact Neuron5 release and 2025 year-review AI slides read. Sustainability2024 PDF failed; other academy/operations leads not fully read.", "languages": [ "English" ], "searchCompleteness": "Bounded non-exhaustive; nine-theme lens applied to retained passages, not nine independent searches.", "reviewedSourceIds": [ "ENE-S04", "ENE-S05" ] }, { "companyId": "dewa", "date": "2026-10-10", "queries": [ "site:dewa.gov.ae AI Rammas2025 2026 agentic", "site:dewa.gov.ae AI plant intelligent controller Siemens2025", "site:dewa.gov.ae AI governance workforce annual report" ], "passagesChecked": "Full July2026 agentic and January2026 Rammas bodies read. October2025 controller body inaccessible; smartgrid/sustainability PDF leads not fully reviewed.", "languages": [ "English" ], "searchCompleteness": "Bounded non-exhaustive; nine-theme lens applied to retained passages, not nine independent searches.", "reviewedSourceIds": [ "ENE-S06", "ENE-S07" ] }, { "companyId": "qelng", "date": "2026-10-10", "queries": [ "site:qatarenergylng.qa artificial intelligence predictive maintenance2024", "site:qatarenergylng.qa AI digital training sustainability report" ], "passagesChecked": "Complete 50-page PDF keyword-screened for AI/ML, predictive maintenance, bypass and digital citizen. Matches physical27 and38 read. Pioneer167 newsletter timed out.", "languages": [ "English" ], "searchCompleteness": "Bounded non-exhaustive; nine-theme lens applied to retained passages, not nine independent searches.", "reviewedSourceIds": [ "ENE-S08" ] }, { "companyId": "kahramaa", "date": "2026-10-10", "queries": [ "site:km.qa artificial intelligence platform Microsoft Google", "site:km.qa \"AI\" \"governance\"", "\"KAHRAMAA\" \"Gemini\" site:cloud.google.com" ], "passagesChecked": "2023 platform launch body read. 2025 Google article full-access failed. Renewable forecasting tender located as procurement lead, not verified operating practice.", "languages": [ "English" ], "searchCompleteness": "Bounded non-exhaustive; nine-theme lens applied to retained passages, not nine independent searches.", "reviewedSourceIds": [ "ENE-S09" ] }, { "companyId": "koc", "date": "2026-10-10", "queries": [ "site:kockw.com artificial intelligence production academy", "\"Kuwait Oil Company\" \"AI\" \"deployed\" site:slb.com" ], "passagesChecked": "KOC academy/center pages plus exact SLB results mud-loss/Agora passages read. Other operators in releases excluded.", "languages": [ "English" ], "searchCompleteness": "Bounded non-exhaustive; nine-theme lens applied to retained passages, not nine independent searches.", "reviewedSourceIds": [ "ENE-S10", "ENE-S11", "ENE-S12", "ENE-S13" ] }, { "companyId": "knpc", "date": "2026-10-10", "queries": [ "site:knpc.com \"artificial intelligence\" deployed OR implemented OR training", "site:knpc.com AI artificial intelligence digital2025 2024", "\"Kuwait National Petroleum\" \"AI\" site:microsoft.com" ], "passagesChecked": "Magazine mobile-rounds/Maximo passages read; nearby2018 charts suggest historical context. Annual2024–25 card located but no download in retrieved page; HTML retrieval connection refused.", "languages": [ "English" ], "searchCompleteness": "Bounded non-exhaustive; nine-theme lens applied to retained passages, not nine independent searches.", "reviewedSourceIds": [ "ENE-S14", "ENE-S18" ] }, { "companyId": "bapco-refining", "date": "2026-10-10", "queries": [ "site:bapco.net \"artificial intelligence\"", "site:bapcoenergies.com AI refining2025 2024", "Bapco Refining AI APC RTO tender2025" ], "passagesChecked": "Group annual report web exceeded20MB; local transfer truncated and failed parsing. Tender inaccessible. Indexed descriptions excluded; refining archive only a discovery source.", "languages": [ "English" ], "searchCompleteness": "Bounded non-exhaustive; nine-theme lens applied to retained passages, not nine independent searches.", "reviewedSourceIds": [] }, { "companyId": "bapco-upstream", "date": "2026-10-10", "queries": [ "Bapco Upstream AI Geminus SLB fieldtest2026", "site:geminus.ai \"Bapco\" \"2026\"", "Bapco Tatweer DataRobot tender2021" ], "passagesChecked": "Full syndicated vendor release and Geminus original preview read; Upstream EVP and asset scope explicit in2026. Old tender and Palantir announcement remain unscored leads.", "languages": [ "English" ], "searchCompleteness": "Bounded non-exhaustive; nine-theme lens applied to retained passages, not nine independent searches.", "reviewedSourceIds": [ "ENE-S15", "ENE-S16" ] }, { "companyId": "saudia-group", "date": "2026-10-10", "queryTopics": [ "site:microsoft.com Saudia Academy AI scheduling instructors", "site:saudia.com artificial intelligence operations" ], "sourceIds": [ "L-S04" ], "pagesSearched": [ "https://www.microsoft.com/en/customers/story/1782079017420911107-saudia-academy-dynamics-365-customer-service-travel-and-transportation-en-saudi-arabia" ], "missingThemes": [ "workforce", "interfaces", "lineage", "experimentation", "autonomy", "knowledge", "governance" ], "scope": "Bounded primary-source search, not an exhaustive census", "accessNotes": [] }, { "companyId": "bahri", "date": "2026-10-10", "queryTopics": [ "site:bahri.sa annual report 2025 artificial intelligence", "site:bahri.sa Aventra data platform AI" ], "sourceIds": [ "L-S05", "L-S06" ], "pagesSearched": [ "https://www.bahri.sa/media/go4a3eke/bahri-ar25_english-final-to-tadawul.pdf", "https://www.bahri.sa/en/news-insights/news-insight/2022/bahri-partners-with-aventra-group-to-accelerate-digital-transformation-journey/" ], "missingThemes": [ "workforce", "interfaces", "lineage", "experimentation", "autonomy", "governance" ], "scope": "Bounded primary-source search, not an exhaustive census", "accessNotes": [ "Full PDF downloaded and text extracted locally: sources/bahri-2025.pdf. Reporting period 2025; precise publication date not established." ] }, { "companyId": "emirates-group", "date": "2026-10-10", "queryTopics": [ "site:emirates.com ForsaTEK 2025 AI", "site:emirates.com ForsaTEK 2026 ARRIVE", "site:emirates.com OpenAI enterprise ChatGPT" ], "sourceIds": [ "L-S01", "L-S02", "L-S03" ], "pagesSearched": [ "https://www.emirates.com/media-centre/forsatek-2025-offers-platform-for-high-impact-scalable-innovation/", "https://www.emirates.com/media-centre/emirates-group-collaborates-with-openai-to-accelerate-ai-adoption-and-innovation/", "https://www.emirates.com/media-centre/catalysing-the-next-wave-of-innovation-at-the-emirates-group-forsatek-2026-concludes-successfully/" ], "missingThemes": [ "ecosystem", "interfaces", "autonomy", "knowledge" ], "scope": "Bounded primary-source search, not an exhaustive census", "accessNotes": [] }, { "companyId": "dp-world", "date": "2026-10-10", "queryTopics": [ "site:dpworld.com artificial intelligence CARGOES TOS rostering", "site:dpworld.com AI digital twin Jafza" ], "sourceIds": [ "L-S07", "L-S08" ], "pagesSearched": [ "https://www.dpworld.com/en/insights/is-artificial-intelligence-the-key-to-resilient-supply-chains", "https://www.dpworld.com/en/insights/how-ai-is-transforming-global-trade-possibilities" ], "missingThemes": [ "ecosystem", "lineage", "experimentation", "autonomy", "knowledge", "governance" ], "scope": "Bounded primary-source search, not an exhaustive census", "accessNotes": [ "Readable issuer page; publication date not displayed in retrieved page. Undated source available at research cutoff.", "Readable issuer page; precise publication date not established." ] }, { "companyId": "qatar-airways-group", "date": "2026-10-10", "queryTopics": [ "Qatar Airways Cargo CARGOSTACK Optimiser go live Wiremind", "site:newsroom.accenture.com Qatar Airways AI Skyways", "site:qatarairways.com annual report 2025 AI" ], "sourceIds": [ "L-S09", "L-S10" ], "pagesSearched": [ "https://www.wiremind.io/blog/qatar-airways-cargo-cargostack-optimiser", "https://newsroom.accenture.com/news/2025/qatar-airways-and-accenture-embark-on-ai-powered-partnership-to-set-new-benchmark-in-aviation-excellence" ], "missingThemes": [ "workforce", "interfaces", "lineage", "autonomy", "knowledge" ], "scope": "Bounded primary-source search, not an exhaustive census", "accessNotes": [ "Browser extraction failed; exact official partner HTML retrieved directly, saved and read in sources/wiremind-qatar.html and .txt." ] }, { "companyId": "milaha", "date": "2026-10-10", "queryTopics": [ "site:milaha.com annual report 2025 artificial intelligence", "site:milaha.com Google Cloud AI" ], "sourceIds": [ "L-S11", "L-S12" ], "pagesSearched": [ "https://www.milaha.com/sites/default/files/2026-02/Milaha-Annual-Report-2025-EN.pdf", "https://milaha.com/en/news-and-media/milaha-enhances-data-ai-solutions-google-cloud" ], "missingThemes": [ "workforce", "interfaces", "lineage", "experimentation", "autonomy", "knowledge", "governance" ], "scope": "Bounded primary-source search, not an exhaustive census", "accessNotes": [ "Full PDF downloaded and read: sources/milaha-2025.pdf. Reporting period 2025; hosting directory February 2026, not a verified publication day." ] }, { "companyId": "jazeera-airways", "date": "2026-10-10", "queryTopics": [ "site:investorrelations.jazeeraairways.com annual report 2024 SkyBreathe", "Jazeera Airways SkyBreathe OpenAirlines AI", "site:tcs.com Jazeera Airways AI transformation" ], "sourceIds": [ "L-S13", "L-S14", "L-S15" ], "pagesSearched": [ "https://investorrelations.jazeeraairways.com/media/1367/j9-fy24-annual-report-english-mar-4-2025.pdf", "https://www.prnewswire.com/news-releases/jazeera-airways-chooses-skybreathe-360-eco-flying-platform-to-cut-carbon-emissions-301567557.html", "https://www.tcs.com/who-we-are/newsroom/press-release/jazeera-airways-partners-with-tcs-to-power-ai-led-transformation-reimagine-digital-customer-experience" ], "missingThemes": [ "workforce", "ecosystem", "interfaces", "lineage", "experimentation", "autonomy", "knowledge", "governance" ], "scope": "Bounded primary-source search, not an exhaustive census", "accessNotes": [ "Full PDF downloaded and read: sources/jazeera-2024.pdf. Reporting period 2024; filename indicates March 2025, exact publication date unverified.", "Supplier-authored primary announcement distributed by PR Newswire." ] }, { "companyId": "makhazen", "date": "2026-10-10", "queryTopics": [ "site:agility.com annual report 2024 artificial intelligence", "site:makhazen.com annual report 2025", "site:makhazen.com Huawei Kuwait smart campus AI" ], "sourceIds": [ "L-S16", "L-S17", "L-S18" ], "pagesSearched": [ "https://makhazen.com/wp-content/uploads/2025/05/Agility-Annual-Report-2024-En.pdf", "https://makhazen.com/wp-content/uploads/2026/05/Makhazen-Annual-Report-2025-English.pdf", "https://makhazen.com/en/agility-signs-mou-with-huawei-to-transform-its-logistics-industrial-parks-to-smart-campuses/" ], "missingThemes": [ "ai-core", "workforce", "lineage", "experimentation", "autonomy", "knowledge", "governance" ], "scope": "Bounded primary-source search, not an exhaustive census", "accessNotes": [ "Full PDF read on current issuer domain. Historical 2024 consolidated perimeter. Original agility.com URL returned 404.", "Full issuer PDF read for entity scope and restructuring; no eligible AI implementation claim extracted." ] }, { "companyId": "gulf-air-group", "date": "2026-10-10", "queryTopics": [ "site:microsoft.com Gulf Air Group Copilot", "site:techcommunity.microsoft.com Gulf Air FalconEye voice", "site:techcommunity.microsoft.com Gulf Air avatar training" ], "sourceIds": [ "L-S19", "L-S20", "L-S21", "L-S22" ], "pagesSearched": [ "https://www.microsoft.com/en/customers/story/22484-gulf-air-group-microsoft-365-e5", "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/public-preview-voice-native-agents-in-microsoft-foundry/4502756", "https://devblogs.microsoft.com/foundry/agent-service-build2026/", "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/advancing-speech-innovation-with-azure-speech-in-microsoft-foundry/4471461" ], "missingThemes": [ "ai-core", "ecosystem", "lineage", "experimentation", "autonomy", "governance" ], "scope": "Bounded primary-source search, not an exhaustive census", "accessNotes": [ "Web extractor returned no article lines. Full article recovered from official page JSON-LD description, decoded and read: sources/gulfair-falcon.html/.txt.", "Full official page article recovered from JSON-LD description and read: sources/gulfair-avatar.html/.txt. Narration suggests use but company quote specifies testing; conservatively coded pilot." ] }, { "companyId": "bahrain-airport-company", "date": "2026-10-10", "queryTopics": [ "site:bahrainairport.bh artificial intelligence", "site:bahrainairport.bh Journey Excellence Tamayouz" ], "sourceIds": [ "L-S23" ], "pagesSearched": [ "https://www.bahrainairport.bh/corporate/news/bahrain-airport-company-bac-hosts-journey-to-excellence-town-hall-and-launches-the-tamayouz-programme" ], "missingThemes": [ "ai-core", "workforce", "ecosystem", "interfaces", "lineage", "experimentation", "autonomy", "knowledge", "governance" ], "scope": "Bounded primary-source search, not an exhaustive census", "accessNotes": [ "Search-indexed material only. Original route returned 404; corporate-portal alternate returned 403. Generic AI ambition cannot score." ] }, { "companyId": "sabic", "date": "2026-10-10", "queries": [ "site:sabic.com artificial intelligence annual report 2025" ], "passagesChecked": "Digital chapter printed60–62; production coverage, pilots, R&D, workforce and cyber-risk passages checked. Indexed Q22025 call transcript could not be fully read; no count used.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "MAN-S01" ] }, { "companyId": "maaden", "date": "2026-10-10", "queries": [ "site:maaden.com AI artificial intelligence exploration" ], "passagesChecked": "Technology and Ivanhoe partnership pages read; student-degree programme not coded as employee training. Digital mining without explicit AI excluded.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "MAN-S02", "MAN-S03" ] }, { "companyId": "ega", "date": "2026-10-10", "queries": [ "site:ega.ae artificial intelligence lighthouse EX" ], "passagesChecked": "Al Taweelah quality use and EX planning paragraphs read. Industry4 portfolio totals and general digital training not treated as AI-specific.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "MAN-S04", "MAN-S05" ] }, { "companyId": "ducab", "date": "2026-10-10", "queries": [ "site:ducab.com artificial intelligence Blade" ], "passagesChecked": "Blade planning paragraph read. Targets separated from results; DuTrack GPS/IoT lead is not explicit AI.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "MAN-S06" ] }, { "companyId": "industries-qatar", "date": "2026-10-10", "queries": [ "site:iq.com.qa artificial intelligence annual report2025" ], "passagesChecked": "2025 annual macro/market passages physical14–15 checked; AI as growth backdrop is not a group deployment.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "MAN-S07" ] }, { "companyId": "qapco", "date": "2026-10-10", "queries": [ "site:qapco.com artificial intelligence predictive maintenance" ], "passagesChecked": "Report archive returned No Reports Found. 2022 PDF and 2023 PDF returned404; indexed AVEVA/Microsoft predictive-maintenance plan remains unscored. Arabic site query الذكاء الاصطناعي yielded no retained operating source.", "languages": [ "English", "Arabic" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "MAN-S08" ] }, { "companyId": "equate", "date": "2026-10-10", "queries": [ "site:equate.com artificial intelligence machine learning" ], "passagesChecked": "2021–22 executive summary read and searched for artificial intelligence. Robotics and third-party recycling cases not attributed as EQUATE AI. Arabic site query الذكاء الاصطناعي yielded no retained operating source.", "languages": [ "English", "Arabic" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "MAN-S09" ] }, { "companyId": "pic", "date": "2026-10-10", "queries": [ "site:pic.com.kw artificial intelligence" ], "passagesChecked": "Corporate identity read; KPC and EQUATE practices not inherited. Arabic query الذكاء الاصطناعي returned emotional-intelligence training, excluded.", "languages": [ "English", "Arabic" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "MAN-S10" ] }, { "companyId": "alba", "date": "2026-10-10", "queries": [ "site:albasmelter.com artificial intelligence chatbot training" ], "passagesChecked": "2023 model completion; 2024 course; 2025 Seeq future integration; bilingual Q12026 safety/chatbot pages24–25; Sep2026 code pages2–3 read. Array potline article inaccessible and not retained.", "languages": [ "English", "Arabic" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "MAN-S11", "MAN-S12", "MAN-S13", "MAN-S14", "MAN-S15" ] }, { "companyId": "garmco", "date": "2026-10-10", "queries": [ "site:garmco.com artificial intelligence AI digital annual report" ], "passagesChecked": "About page read. English and Arabic الذكاء الاصطناعي searches located no qualifying practice. Corporate profile/physical security are not AI evidence.", "languages": [ "English", "Arabic" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "MAN-S16" ] }, { "companyId": "jarir", "date": "2026-10-10", "queries": [ "site:jarir.com artificial intelligence annual report2025" ], "passagesChecked": "2025 annual physical12 plan to sell AI products and personalization text screened. Arabic company+الذكاء الاصطناعي found media interview lead, not full company primary source.", "languages": [ "English", "Arabic" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "RET-S01" ] }, { "companyId": "extra", "date": "2026-10-10", "queries": [ "United Electronics Company artificial intelligence" ], "passagesChecked": "Issuer committee paragraph fully read. Arabic company name+الذكاء الاصطناعي results mainly news-platform AI summaries, excluded. No operational AI inferred from committee.", "languages": [ "English", "Arabic" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "RET-S02" ] }, { "companyId": "majid-al-futtaim", "date": "2026-10-10", "queries": [ "site:majidalfuttaim.com artificial intelligence Academy2024" ], "passagesChecked": "2024 PDF AI passages physical61,70,76,80–81 inspected; pricing, recruitment, feedback and training distinguished. 2021 City+ and 2025 Advertima full releases read.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "RET-S03", "RET-S04", "RET-S05" ] }, { "companyId": "lulu-retail", "date": "2026-10-10", "queries": [ "site:luluretail.com artificial intelligence annual report2025" ], "passagesChecked": "2025 annual printed104 operation, approvals and controls read; 2026robot release and 2023WhatsApp integration release read. Non-GCC operations excluded.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "RET-S06", "RET-S07", "RET-S08" ] }, { "companyId": "al-meera", "date": "2026-10-10", "queries": [ "site:almeera.com.qa Smart2023 artificial" ], "passagesChecked": "Old2024 report URL redirected; recovered full company-CDN PDF via new corporate annual-report page. Physical9–10 read. 2025 report click failed. Zippin2022 full future-plan announcement read.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "RET-S09", "RET-S10" ] }, { "companyId": "baladna", "date": "2026-10-10", "queries": [ "site:baladna.com AI annual report2025" ], "passagesChecked": "2025 report extracted; physical20,26,34,39,41 AI passages read. Market-level AI and future plans separated; metering/feed integration retained as planned.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "RET-S11" ] }, { "companyId": "alshaya", "date": "2026-10-10", "queries": [ "site:alshaya.com artificial intelligence Media Connect" ], "passagesChecked": "2024launch and current service catalogue read. Future-tense/advertised offering coded only1. Publicly indexed UAT supplier portal is not production deployment evidence and was not used.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "RET-S13", "RET-S12" ] }, { "companyId": "mezzan", "date": "2026-10-10", "queries": [ "site:mezzan.com artificial intelligence sustainability2025" ], "passagesChecked": "2025 sustainability physical53 questionnaire case read; general ERP future rollout and governance not AI controls. Arabic annual download attempt failed.", "languages": [ "English", "Arabic" ], "searchCompleteness": "Bounded, non-exhaustive. 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Arabic query results news-site AI summary labels excluded.", "languages": [ "English", "Arabic" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "RET-S17" ] }, { "companyId": "health-hmg", "date": "2026-10-10", "queries": [ "Dr. Sulaiman Al Habib Medical Services Group artificial intelligence AI annual report sustainability clinical governance workforce training", "Dr. Sulaiman Al Habib Medical Services Group AI pilot deployment model monitoring data provenance" ], "pagesSearched": [ "https://hmg.com/ir/en/Lists/Reports_Publications/Attachments/111/HMG_Annual_Report_2025__English.pdf", "https://hmg.com/ir/ESGReports/2024/maintain-sound-business-practices.html" ], "accessSummary": [ { "sourceId": "HLT-S01", "accessStatus": "full-source-read" }, { "sourceId": "HLT-S13", "accessStatus": "full-source-read" } ], "missingThemes": [ "workforce", "lineage", "experimentation", "autonomy", "knowledge" ], "limitations": "Bounded discovery, not exhaustive. 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Broader group subsidiaries not inferred." } } }, { "id": "cbq", "search": { "date": "2026-10-10", "languages": [ "English", "limited Arabic discovery" ], "method": "Targeted issuer-domain searches for AI/artificial intelligence + annual report 2025 + company; followed relevant original sources and linked reports", "reviewedSourceIds": [ "cbq-ar25", "cbq-ip25", "cbq-news" ], "secondPass": { "date": "2026-10-10", "sources": [ "cbq-ar25", "cbq-ip25", "cbq-news" ], "passages": [ "Annual2025 AI matches: strategy(PDF24), retail data/insights(PDF31), digital/AI(PDF37).", "FY2025 investor slide9 credit-limit AI; official July2025 release internaldataAIteams." ], "access": "Full official annual and investor PDF text. 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Sustainability official indexed pages plus complete issuer-authored Argaam mirror; official largePDF fetch failed. 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Genericautomation not credited." } } }, { "id": "snb", "search": { "date": "2026-10-10", "languages": [ "English", "limited Arabic discovery" ], "method": "Targeted issuer-domain searches for AI/artificial intelligence + annual report 2025 + company; followed relevant original sources and linked reports", "reviewedSourceIds": [ "snb-ar25", "snb-tech" ], "secondPass": { "date": "2026-10-10", "sources": [ "snb-ar25", "snb-tech" ], "passages": [ "Annual2025 AI/artificial intelligence matches: Chairman responsible-AI strategy; retail printed pp.36–37; SNB Capital printed pp.38–39; Data Robot related-party contract (not deployment evidence).", "Technology graduate programme AI/data curriculum." ], "access": "Official annual PDF timed out twice; issuer-authored Argaam mirror read. No complete Arabic source review." } } }, { "id": "nbb", "search": { "date": "2026-10-10", "languages": [ "English", "limited Arabic discovery" ], "method": "Targeted issuer-domain searches for AI/artificial intelligence + annual report 2025 + company; followed relevant original sources and linked reports", "reviewedSourceIds": [ "nbb-array", "nbb-academy", "nbb-board", "nbb-ar25", "nbb-results25" ], "secondPass": { "date": "2026-10-10", "sources": [ "nbb-ar25", "nbb-results25", "nbb-array", "nbb-academy", "nbb-board" ], "passages": [ "Annual2025 indexedHumanCapitalprinted68–69 actualcohorts/hackathon; indexedcorporategovernance passages genericAML excluded.", "ResultsFebruary17CEO chatbot; ARRAY specificplannedassessment; academyrelease and boardtraining." ], "access": "Direct NBB pages/PDF fail; full indexed official release text and annual section passages read. Full annual report could not be searched; unresolved disclosure gaps particularly lineage/autonomy/experimentation." } } }, { "id": "aramco", "search": { "companyId": "aramco", "date": "2026-10-10", "queries": [ "site:aramco.com AI machine learning Fadhili operations", "site:aramco.com \"AI\" \"training\" \"2025\"" ], "passagesChecked": "Named facility, supply-chain, development-center and workforce passages; 2025 sustainability PDF lead not fully reviewed.", "languages": [ "English" ], "searchCompleteness": "Bounded non-exhaustive; nine-theme lens applied to retained passages, not nine independent searches.", "reviewedSourceIds": [ "ENE-S01", "ENE-S02" ] } }, { "id": "dewa", "search": { "companyId": "dewa", "date": "2026-10-10", "queries": [ "site:dewa.gov.ae AI Rammas2025 2026 agentic", "site:dewa.gov.ae AI plant intelligent controller Siemens2025", "site:dewa.gov.ae AI governance workforce annual report" ], "passagesChecked": "Full July2026 agentic and January2026 Rammas bodies read. October2025 controller body inaccessible; smartgrid/sustainability PDF leads not fully reviewed.", "languages": [ "English" ], "searchCompleteness": "Bounded non-exhaustive; nine-theme lens applied to retained passages, not nine independent searches.", "reviewedSourceIds": [ "ENE-S06", "ENE-S07" ] } }, { "id": "adnoc", "search": { "companyId": "adnoc", "date": "2026-10-10", "queries": [ "site:adnoc.ae AI Neuron5 RoboWell2024 2025", "site:adnoc.ae artificial intelligence training ENERGYai governance" ], "passagesChecked": "Exact Neuron5 release and 2025 year-review AI slides read. Sustainability2024 PDF failed; other academy/operations leads not fully read.", "languages": [ "English" ], "searchCompleteness": "Bounded non-exhaustive; nine-theme lens applied to retained passages, not nine independent searches.", "reviewedSourceIds": [ "ENE-S04", "ENE-S05" ] } }, { "id": "koc", "search": { "companyId": "koc", "date": "2026-10-10", "queries": [ "site:kockw.com artificial intelligence production academy", "\"Kuwait Oil Company\" \"AI\" \"deployed\" site:slb.com" ], "passagesChecked": "KOC academy/center pages plus exact SLB results mud-loss/Agora passages read. Other operators in releases excluded.", "languages": [ "English" ], "searchCompleteness": "Bounded non-exhaustive; nine-theme lens applied to retained passages, not nine independent searches.", "reviewedSourceIds": [ "ENE-S10", "ENE-S11", "ENE-S12", "ENE-S13" ] } }, { "id": "qelng", "search": { "companyId": "qelng", "date": "2026-10-10", "queries": [ "site:qatarenergylng.qa artificial intelligence predictive maintenance2024", "site:qatarenergylng.qa AI digital training sustainability report" ], "passagesChecked": "Complete 50-page PDF keyword-screened for AI/ML, predictive maintenance, bypass and digital citizen. Matches physical27 and38 read. Pioneer167 newsletter timed out.", "languages": [ "English" ], "searchCompleteness": "Bounded non-exhaustive; nine-theme lens applied to retained passages, not nine independent searches.", "reviewedSourceIds": [ "ENE-S08" ] } }, { "id": "bapco-upstream", "search": { "companyId": "bapco-upstream", "date": "2026-10-10", "queries": [ "Bapco Upstream AI Geminus SLB fieldtest2026", "site:geminus.ai \"Bapco\" \"2026\"", "Bapco Tatweer DataRobot tender2021" ], "passagesChecked": "Full syndicated vendor release and Geminus original preview read; Upstream EVP and asset scope explicit in2026. Old tender and Palantir announcement remain unscored leads.", "languages": [ "English" ], "searchCompleteness": "Bounded non-exhaustive; nine-theme lens applied to retained passages, not nine independent searches.", "reviewedSourceIds": [ "ENE-S15", "ENE-S16" ] } }, { "id": "sec", "search": { "companyId": "sec", "date": "2026-10-10", "queries": [ "site:se.com.sa \"artificial intelligence\" \"2025\" maintenance", "site:se.com.sa \"Saudi Energy\" \"name\"" ], "passagesChecked": "Complete 148-page 2024 PDF keyword screen; all AI matches read physical pages20,62,79,127. Current archive shell only; 2024 sustainability and ARCI2025 paper inaccessible through web.", "languages": [ "English" ], "searchCompleteness": "Bounded non-exhaustive; nine-theme lens applied to retained passages, not nine independent searches.", "reviewedSourceIds": [ "ENE-S03" ] } }, { "id": "kahramaa", "search": { "companyId": "kahramaa", "date": "2026-10-10", "queries": [ "site:km.qa artificial intelligence platform Microsoft Google", "site:km.qa \"AI\" \"governance\"", "\"KAHRAMAA\" \"Gemini\" site:cloud.google.com" ], "passagesChecked": "2023 platform launch body read. 2025 Google article full-access failed. Renewable forecasting tender located as procurement lead, not verified operating practice.", "languages": [ "English" ], "searchCompleteness": "Bounded non-exhaustive; nine-theme lens applied to retained passages, not nine independent searches.", "reviewedSourceIds": [ "ENE-S09" ] } }, { "id": "bapco-refining", "search": { "companyId": "bapco-refining", "date": "2026-10-10", "queries": [ "site:bapco.net \"artificial intelligence\"", "site:bapcoenergies.com AI refining2025 2024", "Bapco Refining AI APC RTO tender2025" ], "passagesChecked": "Group annual report web exceeded20MB; local transfer truncated and failed parsing. Tender inaccessible. Indexed descriptions excluded; refining archive only a discovery source.", "languages": [ "English" ], "searchCompleteness": "Bounded non-exhaustive; nine-theme lens applied to retained passages, not nine independent searches.", "reviewedSourceIds": [] } }, { "id": "knpc", "search": { "companyId": "knpc", "date": "2026-10-10", "queries": [ "site:knpc.com \"artificial intelligence\" deployed OR implemented OR training", "site:knpc.com AI artificial intelligence digital2025 2024", "\"Kuwait National Petroleum\" \"AI\" site:microsoft.com" ], "passagesChecked": "Magazine mobile-rounds/Maximo passages read; nearby2018 charts suggest historical context. Annual2024–25 card located but no download in retrieved page; HTML retrieval connection refused.", "languages": [ "English" ], "searchCompleteness": "Bounded non-exhaustive; nine-theme lens applied to retained passages, not nine independent searches.", "reviewedSourceIds": [ "ENE-S14", "ENE-S18" ] } }, { "id": "health-purehealth", "search": "Official annual/sustainability/clinical sources plus issuer and named implementation-partner searches; English and targeted Arabic discovery; cutoff10October2026. See search log." }, { "id": "health-dallah", "search": "Official annual/sustainability/clinical sources plus issuer and named implementation-partner searches; English and targeted Arabic discovery; cutoff10October2026. See search log." }, { "id": "health-hmg", "search": "Official annual/sustainability/clinical sources plus issuer and named implementation-partner searches; English and targeted Arabic discovery; cutoff10October2026. See search log." }, { "id": "health-hmc", "search": "Official annual/sustainability/clinical sources plus issuer and named implementation-partner searches; English and targeted Arabic discovery; cutoff10October2026. See search log." }, { "id": "health-m42", "search": "Official annual/sustainability/clinical sources plus issuer and named implementation-partner searches; English and targeted Arabic discovery; cutoff10October2026. See search log." }, { "id": "health-bsh", "search": "Official annual/sustainability/clinical sources plus issuer and named implementation-partner searches; English and targeted Arabic discovery; cutoff10October2026. See search log." }, { "id": "health-phcc", "search": "Official annual/sustainability/clinical sources plus issuer and named implementation-partner searches; English and targeted Arabic discovery; cutoff10October2026. See search log." }, { "id": "health-kuwait-hospital", "search": "Official annual/sustainability/clinical sources plus issuer and named implementation-partner searches; English and targeted Arabic discovery; cutoff10October2026. See search log." }, { "id": "health-rbh", "search": "Official annual/sustainability/clinical sources plus issuer and named implementation-partner searches; English and targeted Arabic discovery; cutoff10October2026. See search log." }, { "id": "health-taiba", "search": "Official annual/sustainability/clinical sources plus issuer and named implementation-partner searches; English and targeted Arabic discovery; cutoff10October2026. See search log." }, { "id": "alba", "search": { "companyId": "alba", "date": "2026-10-10", "queries": [ "site:albasmelter.com artificial intelligence chatbot training" ], "passagesChecked": "2023 model completion; 2024 course; 2025 Seeq future integration; bilingual Q12026 safety/chatbot pages24–25; Sep2026 code pages2–3 read. Array potline article inaccessible and not retained.", "languages": [ "English", "Arabic" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "MAN-S11", "MAN-S12", "MAN-S13", "MAN-S14", "MAN-S15" ] } }, { "id": "sabic", "search": { "companyId": "sabic", "date": "2026-10-10", "queries": [ "site:sabic.com artificial intelligence annual report 2025" ], "passagesChecked": "Digital chapter printed60–62; production coverage, pilots, R&D, workforce and cyber-risk passages checked. Indexed Q22025 call transcript could not be fully read; no count used.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "MAN-S01" ] } }, { "id": "ega", "search": { "companyId": "ega", "date": "2026-10-10", "queries": [ "site:ega.ae artificial intelligence lighthouse EX" ], "passagesChecked": "Al Taweelah quality use and EX planning paragraphs read. Industry4 portfolio totals and general digital training not treated as AI-specific.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "MAN-S04", "MAN-S05" ] } }, { "id": "maaden", "search": { "companyId": "maaden", "date": "2026-10-10", "queries": [ "site:maaden.com AI artificial intelligence exploration" ], "passagesChecked": "Technology and Ivanhoe partnership pages read; student-degree programme not coded as employee training. Digital mining without explicit AI excluded.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "MAN-S02", "MAN-S03" ] } }, { "id": "ducab", "search": { "companyId": "ducab", "date": "2026-10-10", "queries": [ "site:ducab.com artificial intelligence Blade" ], "passagesChecked": "Blade planning paragraph read. Targets separated from results; DuTrack GPS/IoT lead is not explicit AI.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "MAN-S06" ] } }, { "id": "equate", "search": { "companyId": "equate", "date": "2026-10-10", "queries": [ "site:equate.com artificial intelligence machine learning" ], "passagesChecked": "2021–22 executive summary read and searched for artificial intelligence. Robotics and third-party recycling cases not attributed as EQUATE AI. Arabic site query الذكاء الاصطناعي yielded no retained operating source.", "languages": [ "English", "Arabic" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "MAN-S09" ] } }, { "id": "garmco", "search": { "companyId": "garmco", "date": "2026-10-10", "queries": [ "site:garmco.com artificial intelligence AI digital annual report" ], "passagesChecked": "About page read. English and Arabic الذكاء الاصطناعي searches located no qualifying practice. Corporate profile/physical security are not AI evidence.", "languages": [ "English", "Arabic" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "MAN-S16" ] } }, { "id": "industries-qatar", "search": { "companyId": "industries-qatar", "date": "2026-10-10", "queries": [ "site:iq.com.qa artificial intelligence annual report2025" ], "passagesChecked": "2025 annual macro/market passages physical14–15 checked; AI as growth backdrop is not a group deployment.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "MAN-S07" ] } }, { "id": "pic", "search": { "companyId": "pic", "date": "2026-10-10", "queries": [ "site:pic.com.kw artificial intelligence" ], "passagesChecked": "Corporate identity read; KPC and EQUATE practices not inherited. Arabic query الذكاء الاصطناعي returned emotional-intelligence training, excluded.", "languages": [ "English", "Arabic" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "MAN-S10" ] } }, { "id": "qapco", "search": { "companyId": "qapco", "date": "2026-10-10", "queries": [ "site:qapco.com artificial intelligence predictive maintenance" ], "passagesChecked": "Report archive returned No Reports Found. 2022 PDF and 2023 PDF returned404; indexed AVEVA/Microsoft predictive-maintenance plan remains unscored. Arabic site query الذكاء الاصطناعي yielded no retained operating source.", "languages": [ "English", "Arabic" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "MAN-S08" ] } }, { "id": "real-aldar", "search": "Annual/sustainability/innovation reports, official operating accounts and named suppliers; English plus targeted Arabic discovery. See access/search log." }, { "id": "real-qatari-diar", "search": "Annual/sustainability/innovation reports, official operating accounts and named suppliers; English plus targeted Arabic discovery. See access/search log." }, { "id": "real-rsg", "search": "Annual/sustainability/innovation reports, official operating accounts and named suppliers; English plus targeted Arabic discovery. See access/search log." }, { "id": "real-emaar", "search": "Annual/sustainability/innovation reports, official operating accounts and named suppliers; English plus targeted Arabic discovery. See access/search log." }, { "id": "real-udc", "search": "Annual/sustainability/innovation reports, official operating accounts and named suppliers; English plus targeted Arabic discovery. See access/search log." }, { "id": "real-roshn", "search": "Annual/sustainability/innovation reports, official operating accounts and named suppliers; English plus targeted Arabic discovery. See access/search log." }, { "id": "real-diyar", "search": "Annual/sustainability/innovation reports, official operating accounts and named suppliers; English plus targeted Arabic discovery. See access/search log." }, { "id": "real-mabanee", "search": "Annual/sustainability/innovation reports, official operating accounts and named suppliers; English plus targeted Arabic discovery. See access/search log." }, { "id": "real-naseej", "search": "Annual/sustainability/innovation reports, official operating accounts and named suppliers; English plus targeted Arabic discovery. See access/search log." }, { "id": "real-tamdeen", "search": "Annual/sustainability/innovation reports, official operating accounts and named suppliers; English plus targeted Arabic discovery. See access/search log." }, { "id": "lulu-retail", "search": { "companyId": "lulu-retail", "date": "2026-10-10", "queries": [ "site:luluretail.com artificial intelligence annual report2025" ], "passagesChecked": "2025 annual printed104 operation, approvals and controls read; 2026robot release and 2023WhatsApp integration release read. Non-GCC operations excluded.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "RET-S06", "RET-S07", "RET-S08" ] } }, { "id": "majid-al-futtaim", "search": { "companyId": "majid-al-futtaim", "date": "2026-10-10", "queries": [ "site:majidalfuttaim.com artificial intelligence Academy2024" ], "passagesChecked": "2024 PDF AI passages physical61,70,76,80–81 inspected; pricing, recruitment, feedback and training distinguished. 2021 City+ and 2025 Advertima full releases read.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "RET-S03", "RET-S04", "RET-S05" ] } }, { "id": "al-meera", "search": { "companyId": "al-meera", "date": "2026-10-10", "queries": [ "site:almeera.com.qa Smart2023 artificial" ], "passagesChecked": "Old2024 report URL redirected; recovered full company-CDN PDF via new corporate annual-report page. Physical9–10 read. 2025 report click failed. Zippin2022 full future-plan announcement read.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "RET-S09", "RET-S10" ] } }, { "id": "mezzan", "search": { "companyId": "mezzan", "date": "2026-10-10", "queries": [ "site:mezzan.com artificial intelligence sustainability2025" ], "passagesChecked": "2025 sustainability physical53 questionnaire case read; general ERP future rollout and governance not AI controls. Arabic annual download attempt failed.", "languages": [ "English", "Arabic" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "RET-S14" ] } }, { "id": "baladna", "search": { "companyId": "baladna", "date": "2026-10-10", "queries": [ "site:baladna.com AI annual report2025" ], "passagesChecked": "2025 report extracted; physical20,26,34,39,41 AI passages read. Market-level AI and future plans separated; metering/feed integration retained as planned.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "RET-S11" ] } }, { "id": "extra", "search": { "companyId": "extra", "date": "2026-10-10", "queries": [ "United Electronics Company artificial intelligence" ], "passagesChecked": "Issuer committee paragraph fully read. Arabic company name+الذكاء الاصطناعي results mainly news-platform AI summaries, excluded. No operational AI inferred from committee.", "languages": [ "English", "Arabic" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "RET-S02" ] } }, { "id": "alshaya", "search": { "companyId": "alshaya", "date": "2026-10-10", "queries": [ "site:alshaya.com artificial intelligence Media Connect" ], "passagesChecked": "2024launch and current service catalogue read. Future-tense/advertised offering coded only1. Publicly indexed UAT supplier portal is not production deployment evidence and was not used.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "RET-S13", "RET-S12" ] } }, { "id": "bmmi", "search": { "companyId": "bmmi", "date": "2026-10-10", "queries": [ "site:bmmigroup.com artificial intelligence annual report2025" ], "passagesChecked": "Results archive read;2025 annual/ESG download failed, direct server403. Accessible2024 annual searched artificial/digital without match. No internal AI inference from external-event participation.", "languages": [ "English" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "RET-S15", "RET-S16" ] } }, { "id": "jarir", "search": { "companyId": "jarir", "date": "2026-10-10", "queries": [ "site:jarir.com artificial intelligence annual report2025" ], "passagesChecked": "2025 annual physical12 plan to sell AI products and personalization text screened. Arabic company+الذكاء الاصطناعي found media interview lead, not full company primary source.", "languages": [ "English", "Arabic" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "RET-S01" ] } }, { "id": "trafco", "search": { "companyId": "trafco", "date": "2026-10-10", "queries": [ "site:trafco.com artificial intelligence annual report2025" ], "passagesChecked": "2025 annual searched artificial/digital/technology; general cold-store/dairy technology not explicit AI. Arabic query results news-site AI summary labels excluded.", "languages": [ "English", "Arabic" ], "searchCompleteness": "Bounded, non-exhaustive. Nine-theme lens applied to source passages; not nine independent exhaustive searches.", "reviewedSourceIds": [ "RET-S17" ] } }, { "id": "eand-group", "search": { "method": "See the sector research log; completeness not established" } }, { "id": "beyon", "search": { "method": "See the sector research log; completeness not established" } }, { "id": "ooredoo-group", "search": { "method": "See the sector research log; completeness not established" } }, { "id": "stc-group", "search": { "method": "See the sector research log; completeness not established" } }, { "id": "stc-kuwait", "search": { "method": "See the sector research log; completeness not established" } }, { "id": "stc-bahrain", "search": { "method": "See the sector research log; completeness not established" } }, { "id": "zain-group", "search": { "method": "See the sector research log; completeness not established" } }, { "id": "du", "search": { "method": "See the sector research log; completeness not established" } }, { "id": "mobily", "search": { "method": "See the sector research log; completeness not established" } }, { "id": "vodafone-qatar", "search": { "method": "See the sector research log; completeness not established" } } ], "claims": [ { "id": "LOG-001", "companyId": "emirates-group", "claimSha256": "0b255dabfbf5ff004f042aef66c536f3a043224766bb46c80bd01be596732d8c", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Explicit launched internal airport-operations practice; evaluation and deployment coverage are undisclosed.", "sourceUrl": "https://www.emirates.com/media-centre/forsatek-2025-offers-platform-for-high-impact-scalable-innovation/", "sourceLocator": "AI-powered solutions paragraph; fully launched Airport Services initiative", "publisher": "Emirates Group", "sourceType": "corporate-disclosure", "corroboratingSourceIds": [] }, { "id": "LOG-002", "companyId": "emirates-group", "claimSha256": "689844c25f58aa7f77cdb7b18d6f4d240169c230100f974e73790b5768a61296", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Named internal AI trial; no production deployment established.", "sourceUrl": "https://www.emirates.com/media-centre/forsatek-2025-offers-platform-for-high-impact-scalable-innovation/", "sourceLocator": "AI-powered solutions paragraph; engineering trials", "publisher": "Emirates Group", "sourceType": "corporate-disclosure", "corroboratingSourceIds": [] }, { "id": "LOG-003", "companyId": "emirates-group", "claimSha256": "50f4f5c85791b6612543d774addd5df2ca0201ea6341cdf31142dd13698e8808", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Specific internal rollout commitment; announcement uses forward-looking implementation language.", "sourceUrl": "https://www.emirates.com/media-centre/emirates-group-collaborates-with-openai-to-accelerate-ai-adoption-and-innovation/", "sourceLocator": "Enterprise ChatGPT, training and internal champion network paragraphs", "publisher": "Emirates Group", "sourceType": "corporate-disclosure", "corroboratingSourceIds": [] }, { "id": "LOG-004", "companyId": "emirates-group", "claimSha256": "b67a614a4fd3f8ca2a7b96cfd1281a5032a2e7ad01be91f5a982ed4d99a9c138", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "accept", "record": "expansion/logistics/root-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Primary Emirates page paragraphs115–116 explicitly reports IT onboarding count. Retain level3 for bounded workforce coverage; do not infer active usage or all employees.", "sourceUrl": "https://www.emirates.com/media-centre/catalysing-the-next-wave-of-innovation-at-the-emirates-group-forsatek-2026-concludes-successfully/", "sourceLocator": "ARRIVE and AI gateway paragraphs near article end", "publisher": "Emirates Group", "sourceType": "corporate-disclosure", "corroboratingSourceIds": [] }, { "id": "LOG-005", "companyId": "emirates-group", "claimSha256": "9b33c371d45d272513cf3bdb957cf191801e14a686e183164c4310f4dce04e04", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "accept", "record": "expansion/logistics/root-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Primary Emirates paragraph115 describes records for intent, scope, risk, evidence and decisions in the software lifecycle. Retain3 for this IT lineage mechanism, not enterprise-wide traceability.", "sourceUrl": "https://www.emirates.com/media-centre/catalysing-the-next-wave-of-innovation-at-the-emirates-group-forsatek-2026-concludes-successfully/", "sourceLocator": "ARRIVE software-engineering framework paragraph", "publisher": "Emirates Group", "sourceType": "corporate-disclosure", "corroboratingSourceIds": [] }, { "id": "LOG-006", "companyId": "emirates-group", "claimSha256": "86f149e66c93eb38ef0d504a2d4d0a673ec6a19abdd7b7624bf6e339592c362e", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "accept", "record": "expansion/logistics/root-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Primary Emirates paragraph115 names ARRIVE and governance/human-accountability plus the structured delivery record. Retain3 for described IT operating framework, not proof of governance effectiveness.", "sourceUrl": "https://www.emirates.com/media-centre/catalysing-the-next-wave-of-innovation-at-the-emirates-group-forsatek-2026-concludes-successfully/", "sourceLocator": "ARRIVE paragraph; governance and human accountability", "publisher": "Emirates Group", "sourceType": "corporate-disclosure", "corroboratingSourceIds": [] }, { "id": "LOG-007", "companyId": "emirates-group", "claimSha256": "b9d6e01de2ecbdddc2d263d09e78afa5573c64bad365f44f47830e5949f58d27", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Actual sustained internal experimentation is reported; evaluation methods are not specified.", "sourceUrl": "https://www.emirates.com/media-centre/catalysing-the-next-wave-of-innovation-at-the-emirates-group-forsatek-2026-concludes-successfully/", "sourceLocator": "ARRIVE development history", "publisher": "Emirates Group", "sourceType": "corporate-disclosure", "corroboratingSourceIds": [] }, { "id": "LOG-017", "companyId": "qatar-airways-group", "claimSha256": "ad1af793dde2de3f97637d2aabe288adfdd813e2771429b2764ac505ab3e81e1", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "accept", "record": "expansion/logistics/root-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Reopened Wiremind primary implementation account94–95: go-live, progressive rollout, demand/inventory/overbooking and bid-price ML. Retain3 for Cargo revenue-management implementation, not all Qatar Airways operations.", "sourceUrl": "https://www.wiremind.io/blog/qatar-airways-cargo-cargostack-optimiser", "sourceLocator": "Go-live paragraph and phased implementation details", "publisher": "Wiremind", "sourceType": "official-partner-publication", "corroboratingSourceIds": [] }, { "id": "LOG-018", "companyId": "qatar-airways-group", "claimSha256": "8ad5061e10a3ca54c4f00f177dbc245f9eee6bb86ac2670188f0f89b0a16ff37", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "accept", "record": "expansion/logistics/root-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Reopened Wiremind paragraph106: company-team implementation input and explicit multiple ML approaches tested and iterated. Retain3 under evaluation-process anchor; no criteria, effect size or rigorous independent validation established.", "sourceUrl": "https://www.wiremind.io/blog/qatar-airways-cargo-cargostack-optimiser", "sourceLocator": "Collaboration and model-development/validation paragraphs", "publisher": "Wiremind", "sourceType": "official-partner-publication", "corroboratingSourceIds": [] }, { "id": "LOG-019", "companyId": "qatar-airways-group", "claimSha256": "40b567a03ad01b739e523b19c7e8677f47ca69bc7db6397eeded6a25d420ff9a", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Named staff/supplier collaboration in an implemented internal AI operating system.", "sourceUrl": "https://www.wiremind.io/blog/qatar-airways-cargo-cargostack-optimiser", "sourceLocator": "Joint-development and airline-team contribution paragraphs", "publisher": "Wiremind", "sourceType": "official-partner-publication", "corroboratingSourceIds": [] }, { "id": "LOG-020", "companyId": "qatar-airways-group", "claimSha256": "d12bca29c08e0936813f2f648e9bbaebafb759250be9657208920e3b1ee2b4db", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Specific AI transformation programme and named intended controls.", "sourceUrl": "https://newsroom.accenture.com/news/2025/qatar-airways-and-accenture-embark-on-ai-powered-partnership-to-set-new-benchmark-in-aviation-excellence", "sourceLocator": "Responsible AI and joint operating model paragraphs", "publisher": "Accenture", "sourceType": "official-partner-publication", "corroboratingSourceIds": [] }, { "id": "LOG-014", "companyId": "dp-world", "claimSha256": "c2b0b027ea07fb032b7164bd7eba0c93690d62acd1c4fca25ee708aad0d7129d", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "accept", "record": "expansion/logistics/root-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Reopened DP World primary page paragraph86: current TOS+ use in Jafza, container/equipment tracking and operational inefficiency identification. Retain3 for site-specific internal process, not global coverage.", "sourceUrl": "https://www.dpworld.com/en/insights/is-artificial-intelligence-the-key-to-resilient-supply-chains", "sourceLocator": "What does AI look like in action / Jafza and TOS+ paragraphs", "publisher": "DP World", "sourceType": "corporate-disclosure", "corroboratingSourceIds": [] }, { "id": "LOG-015", "companyId": "dp-world", "claimSha256": "b040700d57f558295732a935d8ae09d9836d69b5276ade847ace303a443d2136", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Named AI workforce-allocation trial with geography and purpose.", "sourceUrl": "https://www.dpworld.com/en/insights/is-artificial-intelligence-the-key-to-resilient-supply-chains", "sourceLocator": "CARGOES Rostering paragraph", "publisher": "DP World", "sourceType": "corporate-disclosure", "corroboratingSourceIds": [] }, { "id": "LOG-016", "companyId": "dp-world", "claimSha256": "bca37e6475d01f875c10dc7d9fb94d0da501f73e6f093cb8c89b442ddca882fb", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "accept", "record": "expansion/logistics/root-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Reopened DP World CTO account paragraphs107–110: AI suite, Jafza digital twin, gate opening and maintenance alerts. Retain3 for internal interface mechanism; no high-stakes autonomous authority inferred.", "sourceUrl": "https://www.dpworld.com/en/insights/how-ai-is-transforming-global-trade-possibilities", "sourceLocator": "Digital twin and CARGOES TOS+ paragraphs", "publisher": "DP World", "sourceType": "corporate-disclosure", "corroboratingSourceIds": [] }, { "id": "LOG-011", "companyId": "bahri", "claimSha256": "9e634c8c5fb69afce0b1efb1c8c3dc58c529632d970bc494be604628a231911e", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "accept", "record": "expansion/logistics/root-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Read retained issuer-PDF extraction at lines4138–4146, Digital Transformation printed106–107: explicit AI/IoT monitoring, navigation/engine/cargo inputs and maintenance/route uses. Retain3, specifically Bahri Oil/BSM. This review read the locally retained source extraction; web fetch failed, no independent operational assurance.", "sourceUrl": "https://www.bahri.sa/media/go4a3eke/bahri-ar25_english-final-to-tadawul.pdf", "sourceLocator": "PDF page 54, printed pages 106-107, Digital Transformation", "publisher": "Bahri", "sourceType": "corporate-disclosure", "corroboratingSourceIds": [] }, { "id": "LOG-012", "companyId": "bahri", "claimSha256": "bdfb66f737e51b7d1b1c8be697d4bbdf9ccc2ff1c482488634bc9fe6b239b6f8", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "The report describes an implemented AI-supporting shared information foundation and decision uses.", "sourceUrl": "https://www.bahri.sa/media/go4a3eke/bahri-ar25_english-final-to-tadawul.pdf", "sourceLocator": "PDF page 54, printed pages 106-107, enterprise data analytics platform", "publisher": "Bahri", "sourceType": "corporate-disclosure", "corroboratingSourceIds": [] }, { "id": "LOG-013", "companyId": "bahri", "claimSha256": "4689b01a3dd5bb39316dd7b6be9dc3e1db32bbdf0807e92343c41bb69df33bb1", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Named internal AI-related platform programme with partner delivery role.", "sourceUrl": "https://www.bahri.sa/en/news-insights/news-insight/2022/bahri-partners-with-aventra-group-to-accelerate-digital-transformation-journey/", "sourceLocator": "Partnership and platform-function paragraphs", "publisher": "Bahri", "sourceType": "corporate-disclosure", "corroboratingSourceIds": [] }, { "id": "LOG-031", "companyId": "gulf-air-group", "claimSha256": "994021a91fa7df8ac77dcef4e9e20e994d2a81fcabe12cb1d16bfe259b14f072", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Specific internal generative-AI exploration; the source does not establish routine production use.", "sourceUrl": "https://www.microsoft.com/en/customers/story/22484-gulf-air-group-microsoft-365-e5", "sourceLocator": "Power BI Copilot future-development passage", "publisher": "Microsoft", "sourceType": "official-partner-publication", "corroboratingSourceIds": [] }, { "id": "LOG-032", "companyId": "gulf-air-group", "claimSha256": "5deb8ac015aa365623c7437133f602a692c748c749529f30bd57d33edf9dceba", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Named internal AI workflow under implementation, with inputs and intended action.", "sourceUrl": "https://www.microsoft.com/en/customers/story/22484-gulf-air-group-microsoft-365-e5", "sourceLocator": "AI-enabled financial-services and invoice-checking passage", "publisher": "Microsoft", "sourceType": "official-partner-publication", "corroboratingSourceIds": [] }, { "id": "LOG-033", "companyId": "gulf-air-group", "claimSha256": "fd8edd5691c0e9b26ab4c47d8a0b669ffebf8d9acaffd838a5e1affb9349ae64", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "accept", "record": "expansion/logistics/root-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Read retained primary Microsoft HTML JSON-LD extraction lines28–31: FalconEye live data and voice navigation opening dashboards, attributed to airline CIO. Separate readable Microsoft June2 developer article paragraph67 repeats live-data executive interaction. Retain3 for narrow interface mechanism; vendor publications are related evidence, not independent corroboration.", "sourceUrl": "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/public-preview-voice-native-agents-in-microsoft-foundry/4502756", "sourceLocator": "Customer example: Gulf Air FalconEye and Ahmed Naeemi statement", "publisher": "Microsoft", "sourceType": "official-partner-publication", "corroboratingSourceIds": [] }, { "id": "LOG-034", "companyId": "gulf-air-group", "claimSha256": "d96853f64c5dc57b6943d119b6ae3dabb717e9fe3add646f4951bc7b65dd455a", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Named implemented internal knowledge interface unifies multiple operating information domains.", "sourceUrl": "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/public-preview-voice-native-agents-in-microsoft-foundry/4502756", "sourceLocator": "Gulf Air FalconEye customer example", "publisher": "Microsoft", "sourceType": "official-partner-publication", "corroboratingSourceIds": [] }, { "id": "LOG-035", "companyId": "gulf-air-group", "claimSha256": "d7d3a7c93762c980c87740fcf2d2c66aecfab328754c8b035e3bb3ed9c8cced9", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Separate official partner publication corroborates actual internal operational voice use.", "sourceUrl": "https://devblogs.microsoft.com/foundry/agent-service-build2026/", "sourceLocator": "Real-time voice / Gulf Air example", "publisher": "Microsoft", "sourceType": "official-partner-publication", "corroboratingSourceIds": [] }, { "id": "LOG-036", "companyId": "gulf-air-group", "claimSha256": "a843ff8547dbb76431278c92ba86433f85e9c52d6a5aa400cda3d3b868f22129", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Specific employee-training AI trial; conservative interpretation of a company quote that describes testing.", "sourceUrl": "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/advancing-speech-innovation-with-azure-speech-in-microsoft-foundry/4471461", "sourceLocator": "Gulf Air customer example and company statement concerning testing", "publisher": "Microsoft", "sourceType": "official-partner-publication", "corroboratingSourceIds": [] }, { "id": "LOG-008", "companyId": "saudia-group", "claimSha256": "3fedd3b3ebb676efef988a0bdd396361e11b9dd45df20258c460ed3bda4daa59", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "accept", "record": "expansion/logistics/root-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Primary Microsoft customer account paragraphs46–50 explicitly describes implemented AI scheduling; KPI section records instructor schedules and resource allocation. Retain3 for academy workflow only. Vendor/customer report is commercially connected and broad outcome percentages are not causal AI estimates.", "sourceUrl": "https://www.microsoft.com/en/customers/story/1782079017420911107-saudia-academy-dynamics-365-customer-service-travel-and-transportation-en-saudi-arabia", "sourceLocator": "Technology implementation and instructor scheduling passages", "publisher": "Microsoft", "sourceType": "official-partner-publication", "corroboratingSourceIds": [] }, { "id": "LOG-009", "companyId": "saudia-group", "claimSha256": "1a841a7b2579d460c6d02e1d7df7355ffb1c2c730853722123b2e1888ef516ee", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Named partner roles in an actual internal AI-enabled system implementation.", "sourceUrl": "https://www.microsoft.com/en/customers/story/1782079017420911107-saudia-academy-dynamics-365-customer-service-travel-and-transportation-en-saudi-arabia", "sourceLocator": "Netways implementation paragraph", "publisher": "Microsoft", "sourceType": "official-partner-publication", "corroboratingSourceIds": [] }, { "id": "LOG-010", "companyId": "saudia-group", "claimSha256": "87fd1244ffc4eb2a77a860bab1366c70e7f1db01292eaaee2edc4720044acf36", "proposedLevel": null, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "Explicit extraction-stage exclusion retained.", "No qualifying AI-specific operating anchor retained." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Excluded: training-record access and ordinary system security do not establish AI-specific governance. Exclusion: Explicit extraction-stage exclusion retained. No qualifying AI-specific operating anchor retained.", "sourceUrl": "https://www.microsoft.com/en/customers/story/1782079017420911107-saudia-academy-dynamics-365-customer-service-travel-and-transportation-en-saudi-arabia", "sourceLocator": "GACA audit access and security roles paragraphs", "publisher": "Microsoft", "sourceType": "official-partner-publication", "corroboratingSourceIds": [] }, { "id": "LOG-028", "companyId": "makhazen", "claimSha256": "643c4e171bfcc2857b06e76a3cea068e3ebaef47a67ec32687bca1645156e69e", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "A specific AI-enabled internal security tool is listed as in place.", "sourceUrl": "https://makhazen.com/wp-content/uploads/2025/05/Agility-Annual-Report-2024-En.pdf", "sourceLocator": "PDF page 27, IT security controls list", "publisher": "Makhazen", "sourceType": "corporate-disclosure", "corroboratingSourceIds": [] }, { "id": "LOG-029", "companyId": "makhazen", "claimSha256": "521120f5dbbd43c846f6f30811ee1c88cbc95e9ff16bbc588a3441800609f89e", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Named site and partner programme with specific intended AI uses; exceeds a generic logo-only agreement.", "sourceUrl": "https://makhazen.com/en/agility-signs-mou-with-huawei-to-transform-its-logistics-industrial-parks-to-smart-campuses/", "sourceLocator": "Technology evaluation and Mina Abdullah campus paragraphs", "publisher": "Makhazen", "sourceType": "corporate-disclosure", "corroboratingSourceIds": [] }, { "id": "LOG-030", "companyId": "makhazen", "claimSha256": "b1626a6e56d59165e36d10ad078df3fdd6065d4f4e288f3516c7af38775dec25", "proposedLevel": null, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "Explicit extraction-stage exclusion retained.", "No qualifying AI-specific operating anchor retained." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Excluded: ordinary corporate controls cannot establish AI-specific governance. Exclusion: Explicit extraction-stage exclusion retained. 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Retain level 2 narrowly for input-source traceability; this does not establish a reconstructable decision history, model versions, approvals or audit logs.", "sourceUrl": "https://www.kfh.com/en/home/Personal/news/2025/KFH-Reinforces-Banking-Leadership-with-Forward-Looking-AI-Initiatives.html", "sourceLocator": "Specialized virtual assistant; integrating human expertise", "publisher": "Kuwait Finance House", "sourceType": "company-announcement", "corroboratingSourceIds": [] }, { "id": "bank-kfh-04", "companyId": "kfh", "claimSha256": "b4b9c83159c762f25050a1d9f6d4bf03b393bdcad54acb94bd101712d3220b76", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "27 July2025 article describes deployed speech analytics and automated quality evaluation against pre-approved standards; defined internal service workflow.", "sourceUrl": "https://www.kfh.com/en/home/Personal/news/2025/KFH-Adopts-Advanced-AI-Technologies-to-Enhance-Customer-Experience.html", "sourceLocator": "Speech Analytics; Automated Quality Management", "publisher": "Kuwait Finance House", "sourceType": "company-operating-case", "corroboratingSourceIds": [] }, { "id": "bank-kfh-05", "companyId": "kfh", "claimSha256": "050a328beb6af3f3cea4a062c750b9b9aa5882a3b9be836723c99b8d697e1a1a", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Sustainability PDF index93 specifies DTI membership in AI Technology Program Steering and oversight/reporting responsibility.", "sourceUrl": "https://www.kfh.com/dam/jcr:6d21db7a-84cb-4487-b3f2-7bcf64d4c382/KFH%2BSustainability%2BReport%2B2025.pdf", "sourceLocator": "Printed p.95; PDF p.94 (zero-based93)", "publisher": "Kuwait Finance House", "sourceType": "company-sustainability-report", "corroboratingSourceIds": [] }, { "id": "bank-kfh-06", "companyId": "kfh", "claimSha256": "a9bb62c5ebfc97d22baa9414445798457af1cd200d2a7fb4bcff4ded2e2d1051", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Sustainability PDF index58 identifies deployed AI endpoint threat detection/response. 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Readable www.cbq.qa alternate; bare domain retrieval failed.", "sourceUrl": "https://www.cbq.qa/-/media/project/cbq/cbqwebsite/documents/financial-reports-en/2025/q4/investor-presentation---fy-2025.pdf", "sourceLocator": "Strategy slide 9, Accelerating our AI Journey", "publisher": "Commercial Bank of Qatar", "sourceType": "company-investor-presentation", "corroboratingSourceIds": [] }, { "id": "bank-cbq-05", "companyId": "cbq", "claimSha256": "0a02004b18014b4b6abb79e8cd05700b2620ab8758a7e15e022bcd4422d3bf65", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Readable 3 July 2025 article describes internal data-science, engineering and governance teams. 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Availability does not imply active use or benefit.", "sourceUrl": "https://www.nbk.com/kuwait/news-and-insights/media-relations/news.html?news=nbk-launches-microsoft-copilot-across-all-divisions--pioneering-ai-integration-and-empowering-employees-", "sourceLocator": "Rollout and employee workspace paragraphs", "publisher": "National Bank of Kuwait", "sourceType": "company-announcement", "corroboratingSourceIds": [] }, { "id": "bank-nbk-02", "companyId": "nbk", "claimSha256": "c4e39d35b9c16eab9083f0dc38d44dd5ff141193ae5e3c8ae25b5501324b8ccd", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/depth-banking-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "The primary article explicitly reports completed Copilot rollout and embedding in staff workspaces for drafting, data analysis and summarization. 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Complete readable source support not established; indexed-only evidence cannot score.", "sourceUrl": "https://www.nbk.com/kuwait/news-and-insights/media-relations/news.html?news=nbk-closes-exceptional-2025-marked-by-unprecedented-achievements", "sourceLocator": "AI Mindset Curriculum paragraph", "publisher": "National Bank of Kuwait", "sourceType": "company-announcement", "corroboratingSourceIds": [] }, { "id": "bank-nbk-05", "companyId": "nbk", "claimSha256": "d8cd41ed1fc944c304360fa98d229b564342a96cfc01463322167a574332f9fa", "proposedLevel": 3, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "downgrade", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Year-end article supports launched curriculum with e-learning and workshops, but no coverage or concrete assessment mechanism. 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Official URL failed; mirror not hash-matched.", "sourceUrl": "https://argaamplus.s3.amazonaws.com/4b4e6fe7-09dd-4311-be33-c97735b392e7.pdf", "sourceLocator": "Printed p.192, Responsible AI & Data Governance; mirror PDF zero-based96", "publisher": "National Bank of Kuwait", "sourceType": "company-sustainability-report", "corroboratingSourceIds": [] }, { "id": "bank-nbk-08", "companyId": "nbk", "claimSha256": "4e2808e062fbe847a132b034722e6fe8427ffa95fdf90839a4d6fb77923a5847", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Same readable mirror states approximately one-third consistent Copilot Web users in2025. Usage definition absent; no productivity inference. Default report boundary Kuwait operations.", "sourceUrl": "https://argaamplus.s3.amazonaws.com/4b4e6fe7-09dd-4311-be33-c97735b392e7.pdf", "sourceLocator": "Printed p.192, Responsible AI & Data Governance; mirror PDF zero-based96", "publisher": "National Bank of Kuwait", "sourceType": "company-sustainability-report", "corroboratingSourceIds": [] }, { "id": "bank-nbk-09", "companyId": "nbk", "claimSha256": "393888ff8448b13e3dd1e6d9bedc8d2a5261d8af6dd77a94324c43881c3126b1", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Same readable mirror specifies availability and permitted general-knowledge/non-confidential task boundaries. 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This measures tool exposure, not AI competence.", "sourceUrl": "https://www.alrajhibank.com.sa/ir24/cultivating_a_future_forward_workforce/learning_and_development_at_alrajhi_group.html", "sourceLocator": "METAKKED paragraph", "publisher": "Al Rajhi Bank", "sourceType": "company-annual-report-html", "corroboratingSourceIds": [] }, { "id": "bank-al-rajhi-04", "companyId": "al-rajhi", "claimSha256": "058b543ba4b28ad15b34b9c9f4867c508e91a6182c0e98c9c68e0a3cbeefc558", "proposedLevel": 1, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "Complete readable source support not established; indexed-only evidence cannot score." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Explicit forward programme in a named governance domain. Exclusion: Complete readable source support not established; indexed-only evidence cannot score.", "sourceUrl": "https://www.alrajhibank.com.sa/ir25/corporate_governance/risk_management.html", "sourceLocator": "Cybersecurity risk; Information Technology Risk", "publisher": "Al Rajhi Bank", "sourceType": "company-annual-report-html", "corroboratingSourceIds": [] }, { "id": "bank-al-rajhi-05", "companyId": "al-rajhi", "claimSha256": "79c2bd11a4af16b4bd967210ea4eac623b3daf51b5adea4f4bacd7cd99cc67e0", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Readable 2025 learning page specifies AI gamification and 4,102 engaged employees. Latest-period figure supersedes use of 2024 count as current; no competence inference.", "sourceUrl": "https://www.alrajhibank.com.sa/ir25/cultivating_a_future_forward_workforce/learning_and_development.html", "sourceLocator": "Digital learning platforms, METAKKED", "publisher": "Al Rajhi Bank", "sourceType": "company-annual-report", "corroboratingSourceIds": [] }, { "id": "bank-al-rajhi-06", "companyId": "al-rajhi", "claimSha256": "67e420da18c7fad1daeba0f57884b1fbce63a4308841ec1560ca505ac2edd12c", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Specific AI framework in development; not deployed governance.", "sourceUrl": "https://www.alrajhibank.com.sa/ir25/corporate_governance/data_privacy_and_information_management.html", "sourceLocator": "Opening section, paragraph beginning Both internal and external privacy policies", "publisher": "Al Rajhi Bank", "sourceType": "company-annual-report", "corroboratingSourceIds": [] }, { "id": "bank-al-rajhi-07", "companyId": "al-rajhi", "claimSha256": "928b3043412bd09fbe7751e58d06d8ddaa7db912e1e6aa2b8e19903c0d7f1577", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Readable shared-services section explicitly integrates model outputs into named Next Best Offer customer-communication workflow.", "sourceUrl": "https://www.alrajhibank.com.sa/ir25/business_in_perspective/shared_services_group.html", "sourceLocator": "Strategic initiative 04: Building a world-class data platform", "publisher": "Al Rajhi Bank", "sourceType": "company-annual-report", "corroboratingSourceIds": [] }, { "id": "bank-qnb-01", "companyId": "qnb", "claimSha256": "a71b5cf22409adf818ab7749938078e52764ef4e1c10635c63893e07ebbd5128", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Readable five-page governance statement specifies AI committee and cross-functional material-use review forum with pre-implementation risk review.", "sourceUrl": "https://www.qnb.com/sites/qnb/qnbqatar/document/en/DataAIGovernanceStatement-", "sourceLocator": "PDF p.4 (printed p.3), Governance Approach", "publisher": "QNB", "sourceType": "company-policy", "corroboratingSourceIds": [] }, { "id": "bank-qnb-02", "companyId": "qnb", "claimSha256": "2fb28cd153718cbdcf267891e95bede2be464b422733982d6ca0d56f3663364b", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Named programme and case count; operational status unclear.", "sourceUrl": "https://vpr.hkma.gov.hk/statics/assets/doc/100336/ar_25/ar_25_eng.pdf", "sourceLocator": "PDF p.31 (zero-based30), Falcon", "publisher": "QNB", "sourceType": "company-annual-report", "corroboratingSourceIds": [] }, { "id": "bank-qnb-03", "companyId": "qnb", "claimSha256": "41b7eeec87d94a969e932a127c502ff838a4c7b7c05456eb41d17ae15890dc1c", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "downgrade", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Annual report PDF index88 says model-risk policy expanded to AI; that statement alone lacks concrete AI control mechanism. Other QNB governance claim can independently score3.", "sourceUrl": "https://vpr.hkma.gov.hk/statics/assets/doc/100336/ar_25/ar_25_eng.pdf", "sourceLocator": "PDF p.89 (zero-based88), model risk", "publisher": "QNB", "sourceType": "company-annual-report", "corroboratingSourceIds": [] }, { "id": "bank-qnb-04", "companyId": "qnb", "claimSha256": "2bf5bc75c0acc6b55a9100508a055be17967efe96fee05d65c149c5b9a82b0d0", "proposedLevel": 2, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "downgrade", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Exact full passage says partnered to establish a center focused on AI and other subjects; no deployed internal AI practice. Specific commitment supports1, consistently with BBK center.", "sourceUrl": "https://www.qnb.com/sites/qnb/qnbglobal/en/ennew22072026news", "sourceLocator": "QNB Center for Business Innovation", "publisher": "QNB", "sourceType": "company-announcement", "corroboratingSourceIds": [] }, { "id": "bank-qnb-05", "companyId": "qnb", "claimSha256": "d1b9b51c1ef91b4fcdd77cfe2d859d4946e6c1a402a27ede6b74de2398effbd0", "proposedLevel": null, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "Explicit extraction-stage exclusion retained.", "No qualifying AI-specific operating anchor retained." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Data governance alone is insufficient evidence of AI decision/source lineage. Exclusion: Explicit extraction-stage exclusion retained. No qualifying AI-specific operating anchor retained.", "sourceUrl": "https://www.qnb.com/sites/qnb/qnbqatar/document/en/DataAIGovernanceStatement-", "sourceLocator": "PDF p.4 (printed p.3), Governance Approach", "publisher": "QNB", "sourceType": "company-policy", "corroboratingSourceIds": [] }, { "id": "bank-qnb-06", "companyId": "qnb", "claimSha256": "77d560a73ff75a86e887781c251427eae514c44bd6362c401057fa79ef6c1374", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Named tool and actual use in a specified workflow.", "sourceUrl": "https://vpr.hkma.gov.hk/statics/assets/doc/100336/ar_25/ar_25_eng.pdf", "sourceLocator": "PDF p.120 (zero-based119), Internal audit", "publisher": "QNB", "sourceType": "company-annual-report", "corroboratingSourceIds": [] }, { "id": "bank-qnb-07", "companyId": "qnb", "claimSha256": "59edfb14289a6f062a249d2ccbbc0350a6e399fcfae3e3e06e4ae0c9afb88e8e", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Annual report PDF index82 specifies mandatory training refreshed annually with AI ethics focus in2025. Concrete recurrence mechanism, not completion or competence evidence.", "sourceUrl": "https://vpr.hkma.gov.hk/statics/assets/doc/100336/ar_25/ar_25_eng.pdf", "sourceLocator": "PDF p.83 (zero-based82), Risk culture", "publisher": "QNB", "sourceType": "company-annual-report", "corroboratingSourceIds": [] }, { "id": "bank-bbk-01", "companyId": "bbk", "claimSha256": "1c797e07fbb87143f8e27e30effdcfb27d8f4808533e9249f23a8758f5a0978c", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "downgrade", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Center is launched and staffed, but AI solutions explicitly remain planned in agreement. Specific commitment supports1; staffing general digital development does not establish implemented AI practice.", "sourceUrl": "https://www.bbkonline.com/bbk-partners-with-array-to-launch-innovation-center-hiring-bahraini-software-engineers-to-accelerate-digital-transformation/", "sourceLocator": "Center launch; 30 engineers; planned AI solutions", "publisher": "Bank of Bahrain and Kuwait", "sourceType": "company-announcement", "corroboratingSourceIds": [] }, { "id": "bank-bbk-02", "companyId": "bbk", "claimSha256": "08c67befb05881905485bfb267f161bcf8eb39c782723c8746940ee13cf22e60", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Explicit implemented internal board interface.", "sourceUrl": "https://www.bbkonline.com/wp-content/uploads/2026/04/BBK-2025-Annual-Report-English-Spread.pdf", "sourceLocator": "Printed p.29; PDF spread p.16 (zero-based15)", "publisher": "Bank of Bahrain and Kuwait", "sourceType": "company-annual-report", "corroboratingSourceIds": [] }, { "id": "bank-bbk-03", "companyId": "bbk", "claimSha256": "075d9d8cab7f16cf22ecf30facab842580db6069e5aec61918b9d80a714dfea0", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Annual report PDF index28 management-committee table specifies quarterly tracking of Data & AI adoption progress. Oversight cadence supported, effectiveness untested.", "sourceUrl": "https://www.bbkonline.com/wp-content/uploads/2026/04/BBK-2025-Annual-Report-English-Spread.pdf", "sourceLocator": "Printed p.54; PDF spread p.29 (zero-based28)", "publisher": "Bank of Bahrain and Kuwait", "sourceType": "company-annual-report", "corroboratingSourceIds": [] }, { "id": "bank-bbk-04", "companyId": "bbk", "claimSha256": "9434fb9be81f21540eddda1a4d7b91ebee20e8e6d82c82cbd559494d8d49e44a", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Named training with exact event date.", "sourceUrl": "https://www.bbkonline.com/wp-content/uploads/2026/04/BBK-2025-Annual-Report-English-Spread.pdf", "sourceLocator": "Printed p.38; PDF spread p.21 (zero-based20)", "publisher": "Bank of Bahrain and Kuwait", "sourceType": "company-annual-report", "corroboratingSourceIds": [] }, { "id": "bank-bbk-05", "companyId": "bbk", "claimSha256": "af5303c870400e51f8f77e08f98626de504c0b0bf631543ea8c586983cfa218f", "proposedLevel": 1, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "Explicit extraction-stage exclusion retained.", "Complete readable source support not established; indexed-only evidence cannot score." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Specific training design. Exclusion: Explicit extraction-stage exclusion retained. Complete readable source support not established; indexed-only evidence cannot score.", "sourceUrl": "https://www.bbkonline.com/bbk-launches-its-digital-management-trainee-program-in-fintech/", "sourceLocator": "Two-phase programme and AI curriculum", "publisher": "Bank of Bahrain and Kuwait", "sourceType": "company-program-page", "corroboratingSourceIds": [] }, { "id": "bank-snb-01", "companyId": "snb", "claimSha256": "ac356001f5cf9c3a0356f9ebf42d2ae4876b0b85c133ccfc9b228a91eaf5ad25", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Named AI retail segmentation workflow. Company report is readable only on Argaam mirror; preserve unverified mirror provenance; no audited outcome.", "sourceUrl": "https://argaamplus.s3.amazonaws.com/07ce1455-a38a-41b1-ad0e-78b4c0e01090.pdf", "sourceLocator": "PDF spread p.19 (zero-based18), printed pp.36–37; Retail Banking", "publisher": "Saudi National Bank", "sourceType": "company-annual-report", "corroboratingSourceIds": [] }, { "id": "bank-snb-02", "companyId": "snb", "claimSha256": "624597852c75e5296f686fffe95a8ed9421bb45fd6bcee51f6cbc5a8662e200b", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Specific programme design; current cohort completion not evidenced.", "sourceUrl": "https://www.alahli.com/en/pages/about-us/careers/snb-technology-program", "sourceLocator": "About the Program; Program Duration", "publisher": "Saudi National Bank", "sourceType": "company-program-page", "corroboratingSourceIds": [] }, { "id": "bank-snb-03", "companyId": "snb", "claimSha256": "a1e357d9e40ea23c33e2af5b66b49555fcf367621c566a9d6c58f25e4b3537e6", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Explicit subsidiary deployment across named functions.", "sourceUrl": "https://argaamplus.s3.amazonaws.com/07ce1455-a38a-41b1-ad0e-78b4c0e01090.pdf", "sourceLocator": "PDF spread p.21 (zero-based20), printed pp.38–39; Asset Management", "publisher": "Saudi National Bank", "sourceType": "company-annual-report", "corroboratingSourceIds": [] }, { "id": "bank-snb-04", "companyId": "snb", "claimSha256": "c0409500c96882f4696426b9c5ab5bc7a172e50ad349cbe99b416d8562971ad5", "proposedLevel": null, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "Explicit extraction-stage exclusion retained.", "No qualifying AI-specific operating anchor retained." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Broad strategic direction without a named operating AI control. Exclusion: Explicit extraction-stage exclusion retained. No qualifying AI-specific operating anchor retained.", "sourceUrl": "https://argaamplus.s3.amazonaws.com/07ce1455-a38a-41b1-ad0e-78b4c0e01090.pdf", "sourceLocator": "PDF spread p.8 (zero-based7), Chairman statement", "publisher": "Saudi National Bank", "sourceType": "company-annual-report", "corroboratingSourceIds": [] }, { "id": "bank-nbb-01", "companyId": "nbb", "claimSha256": "0968eb8b3e1ae026cc694ee021bc1c9f3b41b432ba96a362c30b170cb71d5b3d", "proposedLevel": 1, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "No qualifying AI-specific operating anchor retained.", "Excluded by independent source-review pass.", "Complete readable source support not established; indexed-only evidence cannot score." ], "review": { "decision": "exclude", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Original official URL inaccessible during review; indexed-only passage cannot score under release protocol. A separate directly readable annual report may support another claim. Exclusion: No qualifying AI-specific operating anchor retained. Excluded by independent source-review pass. Complete readable source support not established; indexed-only evidence cannot score.", "sourceUrl": "https://nbbonline.com/news/17533/", "sourceLocator": "Planned assessment and NLP/GenAI collaboration", "publisher": "National Bank of Bahrain", "sourceType": "company-announcement", "corroboratingSourceIds": [] }, { "id": "bank-nbb-02", "companyId": "nbb", "claimSha256": "32f8ac3e939ac5e67433ea56731126576368f8b159baa3026c6187d51f18ca8a", "proposedLevel": 3, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "No qualifying AI-specific operating anchor retained.", "Excluded by independent source-review pass.", "Complete readable source support not established; indexed-only evidence cannot score." ], "review": { "decision": "exclude", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Original official URL returns403/access failure; indexed-only academy passage cannot score under release protocol. Replace with independently readable exact claim if found. Exclusion: No qualifying AI-specific operating anchor retained. Excluded by independent source-review pass. Complete readable source support not established; indexed-only evidence cannot score.", "sourceUrl": "https://nbbonline.com/news/21947/", "sourceLocator": "Seven-day, four-phase academy description", "publisher": "National Bank of Bahrain", "sourceType": "company-announcement", "corroboratingSourceIds": [] }, { "id": "bank-nbb-03", "companyId": "nbb", "claimSha256": "64771b2e1c13766d20e086c669248a92bc23ae1b10bbd8b91ad631169463ef6a", "proposedLevel": 2, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "No qualifying AI-specific operating anchor retained.", "Excluded by independent source-review pass.", "Complete readable source support not established; indexed-only evidence cannot score." ], "review": { "decision": "exclude", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Original official URL inaccessible; exclude from scoring absent readable alternate. This is an access gap, not absent training. Exclusion: No qualifying AI-specific operating anchor retained. Excluded by independent source-review pass. Complete readable source support not established; indexed-only evidence cannot score.", "sourceUrl": "https://nbbonline.com/news/14234/", "sourceLocator": "Board/executive training paragraph", "publisher": "National Bank of Bahrain", "sourceType": "company-announcement", "corroboratingSourceIds": [] }, { "id": "bank-nbb-04", "companyId": "nbb", "claimSha256": "82cf19639fb231c2b6675199cb4cce2cef80b02074ea03d8f9d94eadf5e2601f", "proposedLevel": 3, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "No qualifying AI-specific operating anchor retained.", "Excluded by independent source-review pass.", "Complete readable source support not established; indexed-only evidence cannot score." ], "review": { "decision": "exclude", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Official annual PDF inaccessible in independent review, including www alternate. Indexed passages alone cannot establish scored claim under frozen protocol; no inference of absent academy. Exclusion: No qualifying AI-specific operating anchor retained. Excluded by independent source-review pass. Complete readable source support not established; indexed-only evidence cannot score.", "sourceUrl": "https://nbbonline.com/wp-content/uploads/2026/03/Annual-Financial-and-Sustainability-Report-2025-3.pdf", "sourceLocator": "Printed pp.68–69, NBB Group AI & Digital Banking Academy", "publisher": "National Bank of Bahrain", "sourceType": "company-annual-report", "corroboratingSourceIds": [] }, { "id": "bank-nbb-05", "companyId": "nbb", "claimSha256": "287f611cad05bbc9380f4ab3ff45f6a9c2609a5149eb7d8554b86d8bd3f3a23e", "proposedLevel": 2, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "No qualifying AI-specific operating anchor retained.", "Excluded by independent source-review pass.", "Complete readable source support not established; indexed-only evidence cannot score." ], "review": { "decision": "exclude", "record": "research/method-banking-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Official results page inaccessible in independent review. Retain as unscored research lead unless exact claim is read in eligible alternate source. Exclusion: No qualifying AI-specific operating anchor retained. Excluded by independent source-review pass. Complete readable source support not established; indexed-only evidence cannot score.", "sourceUrl": "https://nbbonline.com/news/27971/", "sourceLocator": "Group CEO commentary", "publisher": "National Bank of Bahrain", "sourceType": "company-results-announcement", "corroboratingSourceIds": [] }, { "id": "ARAMCO01", "companyId": "aramco", "claimSha256": "107e44cd85a9c5638663709aa679e852e837981da6a5b219db0f3d55a1356de1", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/energy/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Fadhili passage states permanent adoption after a dated pilot and identifies reinforcement-learning acid-gas control. Evaluation remains ongoing; no group-wide deployment inferred.", "sourceUrl": "https://www.aramco.com/en/what-we-do/energy-innovation/digitalization/ai-and-big-data", "sourceLocator": "Fadhili Gas Plant", "publisher": "Aramco", "sourceType": "corporate-operating-page", "corroboratingSourceIds": [] }, { "id": "ARAMCO02", "companyId": "aramco", "claimSha256": "2bec4fb2e26447a208ef7d19c21190e828cd46e1cc5f2e8b2b7519d4bd9d4e87", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/energy/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Abqaiq passage expressly attributes automatic process adjustment to AI/ML. Scope is that plant; safety authority and override controls are not demonstrated.", "sourceUrl": "https://www.aramco.com/en/what-we-do/energy-innovation/digitalization/ai-and-big-data", "sourceLocator": "Abqaiq Plants", "publisher": "Aramco", "sourceType": "corporate-operating-page", "corroboratingSourceIds": [] }, { "id": "ARAMCO03", "companyId": "aramco", "claimSha256": "f174833c6c7a5cc8a24fe5193a714573d39191958b2e72c8eb07fc606d927f19", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/energy/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Supply Chain Control Center passage specifies AI alerts with live logistics tracking. A described operating interface qualifies; effectiveness is not independently verified.", "sourceUrl": "https://www.aramco.com/en/what-we-do/energy-innovation/digitalization/ai-and-big-data", "sourceLocator": "Supply Chain Control Center", "publisher": "Aramco", "sourceType": "corporate-operating-page", "corroboratingSourceIds": [] }, { "id": "ARAMCO04", "companyId": "aramco", "claimSha256": "7c9cc5b9608ca787f8a56e67065c9f3a8e79a4102d0b8f3903bb2138b99bbb10", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/energy/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "The named testing facility uses operating data to develop AI solutions. This supports implemented experimentation infrastructure, without comparative test results or decision thresholds.", "sourceUrl": "https://www.aramco.com/en/what-we-do/energy-innovation/digitalization/ai-and-big-data", "sourceLocator": "4IR Center", "publisher": "Aramco", "sourceType": "corporate-operating-page", "corroboratingSourceIds": [] }, { "id": "ARAMCO05", "companyId": "aramco", "claimSha256": "1da705cee1220c2149380984f45fb2692651bfa4cc4230a3cd170e12c2685dca", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/energy/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Named Yokogawa entities jointly delivered the dated Fadhili pilot that Aramco says became permanent. This is implemented collaboration within one case.", "sourceUrl": "https://www.aramco.com/en/what-we-do/energy-innovation/digitalization/ai-and-big-data", "sourceLocator": "Fadhili Gas Plant", "publisher": "Aramco", "sourceType": "corporate-operating-page", "corroboratingSourceIds": [] }, { "id": "ARAMCO06", "companyId": "aramco", "claimSha256": "c7c9f85f631b337d7afc8d47ed614dfe63b9c2ae5fbbf33e4c33f59a14841155", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/energy/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "The final substantive paragraph describes an active training programme and specialist/model-development collaboration. 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This is workforce augmentation; training completion and competence are separate.", "sourceUrl": "https://dewa.gov.ae/en/about-us/media-publications/latest-news/2026/7/dewa-deploys-agentic-ai-across-its-digital-platforms", "sourceLocator": "Enhancing customer experience", "publisher": "DEWA", "sourceType": "corporate-release", "corroboratingSourceIds": [] }, { "id": "DEWA03", "companyId": "dewa", "claimSha256": "c0cb728a555453bec2b6c1505d6d54aac5331dfcb2e86a5aec687eea3a72fa12", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Implemented common enablement platform.", "sourceUrl": "https://dewa.gov.ae/en/about-us/media-publications/latest-news/2026/7/dewa-deploys-agentic-ai-across-its-digital-platforms", "sourceLocator": "A unified, secure platform", "publisher": "DEWA", "sourceType": "corporate-release", "corroboratingSourceIds": [] }, { "id": "DEWA04", "companyId": "dewa", "claimSha256": "005aa4fe45810762ead781abe495118f92f807337107eda0b5496094dc81ef0a", "proposedLevel": 2, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "New claim has no explicit accepted review decision.", "No qualifying AI-specific operating anchor retained.", "Excluded by independent source-review pass." ], "review": { "decision": "exclude", "record": "expansion/energy/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Generic adherence to governance, security and privacy frameworks does not identify an AI-specific control, accountable role or concrete applied governance practice. 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Counts are company-reported interactions, not unique users or verified successful resolutions.", "sourceUrl": "https://dewa.gov.ae/en/about-us/media-publications/latest-news/2026/1/dewas-virtual-employee-rammas-handled", "sourceLocator": "Opening and channels paragraphs", "publisher": "DEWA", "sourceType": "corporate-release", "corroboratingSourceIds": [] }, { "id": "ADNOC01", "companyId": "adnoc", "claimSha256": "dfbfcccdbfdcc6db2834f38df5183bf1f69061a3a2d17d7a040eb162ad407906", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/energy/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "The release identifies initial deployment at NEB and Taweelah, equipment scope and sensor-based prediction. 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Participant count and competence outcomes are absent.", "sourceUrl": "https://www.kockw.com/sites/EN/EMagazine/Pages/Events/1082.aspx", "sourceLocator": "Bodyparagraphs1,4,6", "publisher": "Kuwait Oil Company", "sourceType": "corporate-release", "corroboratingSourceIds": [] }, { "id": "KOC02", "companyId": "koc", "claimSha256": "960953a7c793f31a18591352e92d0522414f94aaf2f1db9a02b8bef89cc5dd41", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Named center and accountable adoption initiative.", "sourceUrl": "https://www.kockw.com/sites/EN/EMagazine/Pages/Events/1000.aspx", "sourceLocator": "Bodyparagraphs1,4", "publisher": "Kuwait Oil Company", "sourceType": "corporate-release", "corroboratingSourceIds": [] }, { "id": "KOC03", "companyId": "koc", "claimSha256": "8120a522cfe8ed4520907dbe04aac71dc150c626ad78dba33015903d32f0716c", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; 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not human validation" }, "rationale": "Named operational pilot and asset scope.", "sourceUrl": "https://investorcenter.slb.com/news-releases/news-release-details/slb-announces-third-quarter-2023-results/", "sourceLocator": "Digital Operations KOC paragraph", "publisher": "SLB", "sourceType": "partner-results-release", "corroboratingSourceIds": [] }, { "id": "QELNG01", "companyId": "qelng", "claimSha256": "23cbbee9ac701567def2b0df7a00f706edffdd19c2fbf1b37fd21e700924e9eb", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Two explicit implemented operational uses.", "sourceUrl": "https://www.qatarenergylng.qa/Portals/0/DNNGalleryPro/uploads/2025/11/12/QatarEnergyLNGSustainabilityReport2024-EN.pdf", "sourceLocator": "PDF38; printed74–75; Adoption of AI", "publisher": "QatarEnergy LNG", "sourceType": "sustainability-report", "corroboratingSourceIds": [] }, { "id": "QELNG02", "companyId": "qelng", "claimSha256": "a065ff0f26cf126d90025ea1b421dc7e4be6ad8d58c49240e770beadb55d055b", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; 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Routine post-test use is unestablished; preserve decision-support pilot at 1, with no autonomous-control inference.", "sourceUrl": "https://www.automation.com/article/geminus-ai-bapco-energies-slb-physics-native-ai-bahrain-energy-infrastructure", "sourceLocator": "Engineering what-if paragraph", "publisher": "Geminus AI release carried by Automation.com", "sourceType": "company-issued-syndication", "corroboratingSourceIds": [] }, { "id": "BAPCOU03", "companyId": "bapco-upstream", "claimSha256": "76067d6298375490ca778fc4aeceb41fba5a815c6537610f7d9fae7183dcb263", "proposedLevel": 3, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "downgrade", "record": "expansion/energy/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Downgraded from proposed 3: named vendors delivered the initial implementation and field test, but sustained operating deployment is unclear. Retain specific delivered pilot collaboration at 1; syndication is not independent corroboration.", "sourceUrl": "https://www.automation.com/article/geminus-ai-bapco-energies-slb-physics-native-ai-bahrain-energy-infrastructure", "sourceLocator": "Initialusecase and field-test paragraphs", "publisher": "Geminus AI release carried by Automation.com", "sourceType": "company-issued-syndication", "corroboratingSourceIds": [] }, { "id": "SEC01", "companyId": "sec", "claimSha256": "325c45db4ef1a724b591e405284f64b8687e4e372c030cc003b913daf112ceaa", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Named partner and specific contracted learning activity.", "sourceUrl": "https://www.se.com.sa/-/media/sec/Investors/Saudi-Electricity-Company-Annual-Report-2024_Eng_V21.ashx", "sourceLocator": "PDF62; printed122–123", "publisher": "Saudi Electricity Company", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "SEC02", "companyId": "sec", "claimSha256": "23b7f2e6e0e04038b96e4eb20987cac6de539056b7b1f75e0307f88a37f02f34", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "AI is explicitly within an operating committee's remit.", "sourceUrl": "https://www.se.com.sa/-/media/sec/Investors/Saudi-Electricity-Company-Annual-Report-2024_Eng_V21.ashx", "sourceLocator": "PDF127; printed252–253", "publisher": "Saudi Electricity Company", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "SEC03", "companyId": "sec", "claimSha256": "da745cf2167287bc21789d562c12de98dbc2054d7696bb7ea2e5c6e13c1b985a", "proposedLevel": null, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "Explicit extraction-stage exclusion retained.", "No qualifying AI-specific operating anchor retained." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Retain as ambiguous lead; RPA alone does not establish AI inference or learning. 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No qualifying AI-specific operating anchor retained.", "sourceUrl": "https://www.se.com.sa/-/media/sec/Investors/Saudi-Electricity-Company-Annual-Report-2024_Eng_V21.ashx", "sourceLocator": "PDF79; printed156–157", "publisher": "Saudi Electricity Company", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "KAHRAMAA01", "companyId": "kahramaa", "claimSha256": "67a822d42ce44ff0eba7a8f84db8183f55051506912d558456f38050686558cf", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Named launched platform and specific intended utility application.", "sourceUrl": "https://km.qa/MediaCenter/Pages/NewsDetails.aspx?ItemID=431", "sourceLocator": "Body paragraphs1 and final technical paragraph", "publisher": "KAHRAMAA", "sourceType": "corporate-release", "corroboratingSourceIds": [] }, { "id": "KAHRAMAA02", "companyId": "kahramaa", "claimSha256": "c377ce19268e4be083d1cc125428481871f81e40bd5d39b3371ff868f0efa956", "proposedLevel": null, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "Explicit extraction-stage exclusion retained.", "No qualifying AI-specific operating anchor retained.", "Complete readable source support not established; indexed-only evidence cannot score." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Unscored lead only. 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Complete readable source support not established; indexed-only evidence cannot score.", "sourceUrl": "https://www.km.qa/MediaCenter/Pages/NewsDetails.aspx?ItemID=503", "sourceLocator": "Indexed lead only", "publisher": "KAHRAMAA", "sourceType": "corporate-release", "corroboratingSourceIds": [] }, { "id": "BAPCOR01", "companyId": "bapco-refining", "claimSha256": "e755a4da35f61e26e4be463fa508c578e0e1ed5fa4ee53aa0e3c6fd8bbf487f8", "proposedLevel": null, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "Explicit extraction-stage exclusion retained.", "No qualifying AI-specific operating anchor retained.", "Complete readable source support not established; indexed-only evidence cannot score." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Excluded pending full-document access. Exclusion: Explicit extraction-stage exclusion retained. No qualifying AI-specific operating anchor retained. Complete readable source support not established; indexed-only evidence cannot score.", "sourceUrl": "https://bapco-phase2.objects.frb.io/Media-Centre/Reports/Annual-Report-2024.pdf", "sourceLocator": "Printed28–29 indexed lead", "publisher": "Bapco Energies", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "BAPCOR02", "companyId": "bapco-refining", "claimSha256": "8c13d62f8b7641b9ab36f08b07265ee02e640b0b4c772b79f7de04b3f72f7507", "proposedLevel": null, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "Explicit extraction-stage exclusion retained.", "No qualifying AI-specific operating anchor retained.", "Complete readable source support not established; indexed-only evidence cannot score." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Excluded pending full-source read. Exclusion: Explicit extraction-stage exclusion retained. No qualifying AI-specific operating anchor retained. Complete readable source support not established; indexed-only evidence cannot score.", "sourceUrl": "https://www.tenderboard.gov.bh/tenderdetails/?id=745%2F2025%2FBTB+%28T88046+%2861%29%29", "sourceLocator": "Indexed tender description", "publisher": "Bahrain Tender Board", "sourceType": "official-tender", "corroboratingSourceIds": [] }, { "id": "KNPC01", "companyId": "knpc", "claimSha256": "20b0d95ff13a66c283897728c880d55b8a11134d9da5033a44cbeae819287968", "proposedLevel": null, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "Explicit extraction-stage exclusion retained.", "No qualifying AI-specific operating anchor retained." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Historical lead retained without scoring. Exclusion: Explicit extraction-stage exclusion retained. No qualifying AI-specific operating anchor retained.", "sourceUrl": "https://www.knpc.com/knpc/media/pdf/tech-magazine-1_1.pdf", "sourceLocator": "PDF8; lines324–329", "publisher": "KNPC", "sourceType": "company-magazine", "corroboratingSourceIds": [] }, { "id": "HLT-016", "companyId": "health-purehealth", "claimSha256": "e8626696da3dc4169377b04da7800e9969834a448a97c1ec4ad9bdf5d145ee78", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/healthcare/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Operational timing, initial platforms and cross-function deployment are specified. Uniform group-wide adoption is not inferred.", "sourceUrl": "https://purehealth.ae/wp-content/uploads/2026/03/PureHealth_Integrated-Annual-Report_2025_EN.pdf", "sourceLocator": "PDF40–41/printed76–79, AI Factory", "publisher": "PureHealth", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-017", "companyId": "health-purehealth", "claimSha256": "cadfc8be4fa6e6cd9a447bd3be1ef43a7ed0d307a3e134b36027fca40d7bc601", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/healthcare/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Daman document classification, validation and extraction are deployed with reported annual processing scope; insurance subsidiary only.", "sourceUrl": "https://purehealth.ae/wp-content/uploads/2026/03/PureHealth_Integrated-Annual-Report_2025_EN.pdf", "sourceLocator": "PDF39/printed74–75, Digital Transformation", "publisher": "PureHealth", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-018", "companyId": "health-purehealth", "claimSha256": "d773f8ef130654cb5409883507f026e373f7c4fe438e332c72d7ca7d6457f926", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Explicit transition from pilot to clinical rollout.", "sourceUrl": "https://purehealth.ae/wp-content/uploads/2026/03/PureHealth_Integrated-Annual-Report_2025_EN.pdf", "sourceLocator": "PDF31/printed58–59, Digital Transformation", "publisher": "PureHealth", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-019", "companyId": "health-purehealth", "claimSha256": "04e6a2894672343c71c390d0068f8e067786cfdc6a85ab95f93bfc8b3497ed93", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Implemented AI changes staff scheduling.", "sourceUrl": "https://purehealth.ae/wp-content/uploads/2026/03/PureHealth_Integrated-Annual-Report_2025_EN.pdf", "sourceLocator": "PDF36/printed68–69, HHG digital adoption", "publisher": "PureHealth", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-020", "companyId": "health-purehealth", "claimSha256": "17b1fcc4f4f81ffe94de3b833e16ce88c98d40a419d0170e3f5f6bd81dc63f28", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Explicit internal management information practice.", "sourceUrl": "https://purehealth.ae/wp-content/uploads/2026/03/PureHealth_Integrated-Annual-Report_2025_EN.pdf", "sourceLocator": "PDF36/printed68–69", "publisher": "PureHealth", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-021", "companyId": "health-purehealth", "claimSha256": "fa9aef61a92b5a14360e32a41b591d79f2e0b4f8148312d82711fcc257a29044", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Explicit bounded clinical pilot.", "sourceUrl": "https://purehealth.ae/wp-content/uploads/2026/03/PureHealth_Integrated-Annual-Report_2025_EN.pdf", "sourceLocator": "PDF29/printed54–55, Digital Transformation", "publisher": "PureHealth", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-022", "companyId": "health-purehealth", "claimSha256": "da1daf63460d5a60411f46caa59220dc0e51d6e0100506f4621341621ce8e53d", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/healthcare/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Dedicated AI Office is stated in 2026 priorities, not established operating governance.", "sourceUrl": "https://purehealth.ae/wp-content/uploads/2026/03/PureHealth_Integrated-Annual-Report_2025_EN.pdf", "sourceLocator": "PDF41/printed78–79, Outlook for2026", "publisher": "PureHealth", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-023", "companyId": "health-purehealth", "claimSha256": "39cd5d611f3cc21ea082111885699f5a35fb3bd44fc9dcad181bc69811eeb12d", "proposedLevel": 1, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "New claim has no explicit accepted review decision.", "Explicit extraction-stage exclusion retained.", "No qualifying AI-specific operating anchor retained.", "Excluded by independent source-review pass." ], "review": { "decision": "exclude", "record": "expansion/healthcare/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Infrastructure residency rationale does not establish data lineage or traceability. Preserve raw exclusion. Exclusion: New claim has no explicit accepted review decision. Explicit extraction-stage exclusion retained. No qualifying AI-specific operating anchor retained. Excluded by independent source-review pass.", "sourceUrl": "https://purehealth.ae/wp-content/uploads/2026/03/PureHealth_Integrated-Annual-Report_2025_EN.pdf", "sourceLocator": "PDF40/printed76–77, AI Factory", "publisher": "PureHealth", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-006", "companyId": "health-dallah", "claimSha256": "834c471049cc7ed1387a938cfe52dd636a152bdff686767d01c403e448735c0a", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/healthcare/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Ambient documentation is explicitly in use by a stated clinician population. Reported time savings are not independently verified.", "sourceUrl": "https://www.dallahhealth.com/Library/Assets/Downloads/Dallah_Health_English_2025.pdf", "sourceLocator": "PDF24/printed46–47, Investing in responsible AI", "publisher": "Dallah Healthcare", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-007", "companyId": "health-dallah", "claimSha256": "51201eea889d27fc7e1bff4a5b5a134e298be8bf806976f7db217da3bdc52f17", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/healthcare/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Deployment and machine-learning analysis of dental radiographs are explicit. No clinical-outcome inference.", "sourceUrl": "https://www.dallahhealth.com/Library/Assets/Downloads/Dallah_Health_English_2025.pdf", "sourceLocator": "PDF24/printed46–47", "publisher": "Dallah Healthcare", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-008", "companyId": "health-dallah", "claimSha256": "6b0aafad7c9f1d414aabfc3586a01f15e5b35a6f0ea1634105a348f68d46599b", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/healthcare/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Applied AI-specific framework is explicit, while concrete authority or control procedures remain unspecified.", "sourceUrl": "https://www.dallahhealth.com/Library/Assets/Downloads/Dallah_Health_English_2025.pdf", "sourceLocator": "PDF24/printed46–47", "publisher": "Dallah Healthcare", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-009", "companyId": "health-dallah", "claimSha256": "7d37fc7b4f75e169fd7ee83b7d85e3958759d844691097453908a7a70041a85c", "proposedLevel": 2, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "downgrade", "record": "expansion/healthcare/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "AI training appears under Looking forward, without a completed programme or unambiguous current operation. Raw deployed status overstates the commitment.", "sourceUrl": "https://www.dallahhealth.com/Library/Assets/Downloads/Dallah_Health_English_2025.pdf", "sourceLocator": "PDF26/printed50–51, skills paragraph", "publisher": "Dallah Healthcare", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-010", "companyId": "health-dallah", "claimSha256": "67eeb917f0b6a59c9f1090bd2ff393b49c908a79a7b00616cc6645203726f2f1", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Named partners linked to implemented hospital workflows.", "sourceUrl": "https://www.dallahhealth.com/Library/Assets/Downloads/Dallah_Health_English_2025.pdf", "sourceLocator": "PDF26/printed50–51, strategic partnerships", "publisher": "Dallah Healthcare", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-011", "companyId": "health-dallah", "claimSha256": "126660f5285d138365d8be31e532ca3369793559b86b32723962e659bec8a2fe", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Explicit deployment statement.", "sourceUrl": "https://www.dallah-hospital.com/english/media-center/news--events/artificial-intelligence-in-dentistry-enhancing-patient-care-and-service-quality", "sourceLocator": "Successful implementation opening paragraph", "publisher": "Dallah Hospital", "sourceType": "official-implementation-account", "corroboratingSourceIds": [] }, { "id": "HLT-001", "companyId": "health-hmg", "claimSha256": "23892d347bcad06a5c0599f11d28df65a19fbacb0308d950df8c1de353df7020", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/healthcare/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Cardiac imaging software is integrated and its analysis mechanism specified. Clinical support scope only.", "sourceUrl": "https://hmg.com/ir/en/Lists/Reports_Publications/Attachments/111/HMG_Annual_Report_2025__English.pdf", "sourceLocator": "PDF51/printed99–100, Radiology Services", "publisher": "HMG", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-002", "companyId": "health-hmg", "claimSha256": "fe3a607b47447f90adb1e7b0087a034943a85930ddd366fa16dd9b6544320cdd", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/healthcare/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "The applied AI framework explicitly retains clinician final authority and describes monitoring. This is issuer disclosure, not control testing.", "sourceUrl": "https://hmg.com/ir/en/Lists/Reports_Publications/Attachments/111/HMG_Annual_Report_2025__English.pdf", "sourceLocator": "PDF39/printed75–76, Applying Responsible AI", "publisher": "HMG", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-003", "companyId": "health-hmg", "claimSha256": "915f647819df0897d0d8c1d27756f7f0ab59bca12567f90620f131a69ad324cb", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/healthcare/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "The 2025 launch of documentation tools is stated in the AI implementation section; detailed uptake is not given.", "sourceUrl": "https://hmg.com/ir/en/Lists/Reports_Publications/Attachments/111/HMG_Annual_Report_2025__English.pdf", "sourceLocator": "PDF39/printed75–76", "publisher": "HMG", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-004", "companyId": "health-hmg", "claimSha256": "c83ff0610e2862bf38bcc8436739c2b12b0bdd3539c3092e8b25fdc02fba5197", "proposedLevel": 2, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "downgrade", "record": "expansion/healthcare/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "An AI partnership is established for intended development and research; completed joint implementation is not demonstrated. Raw deployed status overstates this commitment.", "sourceUrl": "https://hmg.com/ir/en/Lists/Reports_Publications/Attachments/111/HMG_Annual_Report_2025__English.pdf", "sourceLocator": "PDF51/printed99–100, Partnerships", "publisher": "HMG", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-005", "companyId": "health-hmg", "claimSha256": "31d1669d5e6f88290045e3b51661b2491a1f3a9728bb246480c72b77ed3497ae", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Explicit internal implementation, but broad disclosure.", "sourceUrl": "https://hmg.com/ir/ESGReports/2024/maintain-sound-business-practices.html", "sourceLocator": "Innovation and technology, AI applications paragraph", "publisher": "HMG", "sourceType": "sustainability-report", "corroboratingSourceIds": [] }, { "id": "HLT-024", "companyId": "health-hmc", "claimSha256": "603efd3a0ea3a48c2043540469a7bb07eb36feac0bcb789efd25aa47bb681928", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/healthcare/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "The formed clinical-imaging committee has review and monitoring duties. Evidence refers to 2021–22 and does not establish current operation.", "sourceUrl": "https://www.hamad.qa/EN/Hospitals-and-services/CPMGC/Annual-Report/Documents/Precision%20Medicine%20Annual%20Report%202021-2022.pdf", "sourceLocator": "PDF39/printed37, CIPAC", "publisher": "Hamad Medical Corporation", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-025", "companyId": "health-hmc", "claimSha256": "20f384937fd5a712cd0208e5718ed20eb9f28e56a491b958c68424a50539d930", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/healthcare/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Repeated AI education is described for the historical clinical-imaging department; no current continuation inferred.", "sourceUrl": "https://www.hamad.qa/EN/Hospitals-and-services/CPMGC/Annual-Report/Documents/Precision%20Medicine%20Annual%20Report%202021-2022.pdf", "sourceLocator": "PDF39/printed37, Educational sessions and Demos", "publisher": "Hamad Medical Corporation", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-026", "companyId": "health-hmc", "claimSha256": "d7c871eb25630fbba9b36786e03838bcb0cf2700038c7e8bbcaa5728a3380ce5", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/healthcare/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Both imaging integrations are expressly trial-based, including the tool still in use. Pilot anchor remains appropriate.", "sourceUrl": "https://www.hamad.qa/EN/Hospitals-and-services/CPMGC/Annual-Report/Documents/Precision%20Medicine%20Annual%20Report%202021-2022.pdf", "sourceLocator": "PDF39/printed37, Trial based AI integrated solution", "publisher": "Hamad Medical Corporation", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-027", "companyId": "health-hmc", "claimSha256": "6ef29a274068888e9b4f6f373cc27301c8bfa35c11ec1dff5a530088c3c687b9", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Existing clinical imaging practice explicitly labelled AI.", "sourceUrl": "https://www.hamad.qa/EN/Hospitals-and-services/CPMGC/Annual-Report/Documents/Precision%20Medicine%20Annual%20Report%202021-2022.pdf", "sourceLocator": "PDF57/printed55, Cardiac Imaging Post Processing", "publisher": "Hamad Medical Corporation", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "HLT-012", "companyId": "health-m42", "claimSha256": "3d6a7504753ae6e82ddae451a257bf95e211313e4f69fd040c8b9be2d6508910", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/healthcare/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "AIRIS-TB is reported operating with daily screening coverage. This does not establish the new GE partnership has deployed.", "sourceUrl": "https://m42.ae/media-resources/news/m42-and-ge-healthcare-join-forces-to-advance-ai-enabled-patient-care/", "sourceLocator": "Final AIRIS-TB paragraph, line69", "publisher": "M42", "sourceType": "official-implementation-account", "corroboratingSourceIds": [] }, { "id": "HLT-013", "companyId": "health-m42", "claimSha256": "2ec2c377dd65986fbe6fa0fda7a9f532f8fec78bb84dc640de3dc63d453c1d27", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/healthcare/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Completed evaluation scale and demographic checks are described for the named model. 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No transaction count, unbounded authority or demonstrated safety inferred.", "sourceUrl": "https://app-aprp01saasa21mtp001.cms.optimizely.com/globalassets/aldar-innovation-report-2025---eng---final-09-april.pdf", "sourceLocator": "PDF10, Voice-Enabled Agentic Payment Experience", "publisher": "Aldar Properties", "sourceType": "innovation-report", "corroboratingSourceIds": [] }, { "id": "REA-014", "companyId": "real-aldar", "claimSha256": "01b0cd1ee1a686f075fd3387e56c5761ac9902943acdcdbef85db94012a74b80", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/realestate/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Page29 specifically labels RA Copilot beta. Surrounding implemented ESG platform does not establish production adoption of this AI component.", "sourceUrl": "https://app-aprp01saasa21mtp001.cms.optimizely.com/globalassets/aldar-innovation-report-2025---eng---final-09-april.pdf", "sourceLocator": "PDF29, RA Copilot(beta)", "publisher": "Aldar Properties", "sourceType": "innovation-report", "corroboratingSourceIds": [] }, { "id": "REA-015", "companyId": "real-aldar", "claimSha256": "9622bd15fe9810131baef539e6cd91f0ee3fbd8f864312a645859fd21df50d46", "proposedLevel": 1, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "New claim has no explicit accepted review decision.", "Explicit extraction-stage exclusion retained.", "No qualifying AI-specific operating anchor retained.", "Excluded by independent source-review pass." ], "review": { "decision": "exclude", "record": "expansion/realestate/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Page29 concerns ESG data governance and general reporting architecture, not oversight of AI models or decisions. Uphold raw exclusion. Exclusion: New claim has no explicit accepted review decision. Explicit extraction-stage exclusion retained. No qualifying AI-specific operating anchor retained. Excluded by independent source-review pass.", "sourceUrl": "https://app-aprp01saasa21mtp001.cms.optimizely.com/globalassets/aldar-innovation-report-2025---eng---final-09-april.pdf", "sourceLocator": "PDF29, governance and data collection", "publisher": "Aldar Properties", "sourceType": "innovation-report", "corroboratingSourceIds": [] }, { "id": "REA-016", "companyId": "real-aldar", "claimSha256": "60d1db70a9b6e557c9abf0a75eb3616a871d1478f6c92366eb7a129f3dd4ef9f", "proposedLevel": 1, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "Explicit extraction-stage exclusion retained." ], "review": { "decision": "retain", "record": "expansion/realestate/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Page37 is future-facing What Is Next, describing autonomous lifecycle agents. It does not establish present deployment or authority. Exclusion: Explicit extraction-stage exclusion retained.", "sourceUrl": "https://app-aprp01saasa21mtp001.cms.optimizely.com/globalassets/aldar-innovation-report-2025---eng---final-09-april.pdf", "sourceLocator": "PDF37, What’s Next", "publisher": "Aldar Properties", "sourceType": "innovation-report", "corroboratingSourceIds": [] }, { "id": "REA-017", "companyId": "real-aldar", "claimSha256": "354990fb256f457d14685146d7191f8364d1e2617b8d1dcdcace060b7ae7636d", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/realestate/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Full issuer-report text on mirror reports 215,000 AI customer conversations in the digital-transformation section. Retain specificity/coverage anchor; issuer bytes not hash-matched and no unique-user, resolution or causality inference.", "sourceUrl": "https://financialfilings.com/filings/aldar-properties-pjsc/annual-report/2026/48374610/", "sourceLocator": "Mirror lines881–883; Live Aldar section", "publisher": "Aldar Properties; mirror FinancialFilings", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "REA-018", "companyId": "real-aldar", "claimSha256": "a3d425c4afc84890b058cee8a3df6208cb267737dcb9fae77ab794ea0b9b5063", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/realestate/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Full issuer-report mirror describes AI preconcept generation, design and cost benchmarking integrated into Digital Spine. Reported performance effects are not independently causal or scored outcomes.", "sourceUrl": "https://financialfilings.com/filings/aldar-properties-pjsc/annual-report/2026/48374610/", "sourceLocator": "Mirror lines830–849, Digital Spine", "publisher": "Aldar Properties; mirror FinancialFilings", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "REA-019", "companyId": "real-aldar", "claimSha256": "ef1c0b5652722d3122aa9d677e812af7cd367baabad68345d0a309de43845e27", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Official issuer corroborates implementation.", "sourceUrl": "https://www.aldar.com/en/news-and-media/aldar-q4-fy-2025-financial-results", "sourceLocator": "Group & Corporate Updates, DigitalSpine bullet", "publisher": "Aldar Properties", "sourceType": "official-implementation-account", "corroboratingSourceIds": [] }, { "id": "REA-020", "companyId": "real-qatari-diar", "claimSha256": "6fb90617f7f48b1cdfbb41745ea931d9085cfa509701251d0f0170da34af480c", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/realestate/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Supplier full account explicitly connects deployed Lusail operations to video, sensor and operational systems across80 sites. Vendor assertion, not independent operating audit.", "sourceUrl": "https://www.stengg.com/en/innovation/artificial-intelligence/how-ai-is-powering-the-next-generation-of-smart-cities/", "sourceLocator": "Lusail case, lines902–909 and934", "publisher": "ST Engineering", "sourceType": "supplier-case-study", "corroboratingSourceIds": [] }, { "id": "REA-021", "companyId": "real-qatari-diar", "claimSha256": "16f4758a1fbfbe2ca8348bffb59aa9c4311823bf4e42a5e194b91bd46b6d9702", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/realestate/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Supplier explicitly includes CityAI Assistant in the Lusail deployment, with operator natural-language queries and workflow commands. No inference that all described emergency actions operate without human approval.", "sourceUrl": "https://www.stengg.com/en/innovation/artificial-intelligence/how-ai-is-powering-the-next-generation-of-smart-cities/", "sourceLocator": "CityAI Assistant and deployment summary, lines924,929–934", "publisher": "ST Engineering", "sourceType": "supplier-case-study", "corroboratingSourceIds": [] }, { "id": "REA-022", "companyId": "real-qatari-diar", "claimSha256": "bb3495a8ab46233092a7d4935c5a000e4c13f417a324718a9c8dce7086f8de72", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Specific2024commitment; deployment evidence belongs to a separate later account.", "sourceUrl": "https://www.stengg.com/en/newsroom/news-releases/st-engineering-drive-ai-powered-smart-city-transformation", "sourceLocator": "Contract opening;2024–2027schedule", "publisher": "ST Engineering", "sourceType": "supplier-contract-announcement", "corroboratingSourceIds": [] }, { "id": "REA-003", "companyId": "real-rsg", "claimSha256": "710dff500e4aac4abedc1e9eaf0fbefd1eefb93bec0298ada1959cabd236e636", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/realestate/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Issuer describes CoralNet used for annual coral-image analysis. Marine monitoring qualifies within destination-development operations; not group-wide coverage.", "sourceUrl": "https://www.redseaglobal.com/en/media-center/blog/innovation-meets-preservation-technology-s-impact-on-red-sea-biodiversity-conservation/", "sourceLocator": "CoralNet paragraphs, lines392–393", "publisher": "Red Sea Global", "sourceType": "official-implementation-account", "corroboratingSourceIds": [] }, { "id": "REA-004", "companyId": "real-rsg", "claimSha256": "0d17f7282d5e5bc28b37fa4130dad40cc8050fbaaab3a743b4ec14bda7e9cae8", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/realestate/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Issuer explicitly describes human-labelled training images and comparison with skilled analysts for the implemented CoralNet workflow. No test split or quantitative validation supplied.", "sourceUrl": "https://www.redseaglobal.com/en/media-center/blog/innovation-meets-preservation-technology-s-impact-on-red-sea-biodiversity-conservation/", "sourceLocator": "CoralNet validation paragraph", "publisher": "Red Sea Global", "sourceType": "official-implementation-account", "corroboratingSourceIds": [] }, { "id": "REA-005", "companyId": "real-emaar", "claimSha256": "49254f2d4e60c5719b01573657608e1aa33112ef0d7354431c12500c860e189e", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/realestate/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Supplier account explicitly reports launch after proof of concept and installed food-waste technology, with AI recognition mechanism. Historical 2019 hospitality scope; twelve properties cannot safely be treated as twelve Vision AI installations or continuing 2026 use.", "sourceUrl": "https://www.winnowsolutions.com/resources/news/emaar-hospitality-group-first-to-bring-cutting-edge-technology-into-uae-kitchen", "sourceLocator": "Deployment and camera/scales/ML paragraphs", "publisher": "Winnow", "sourceType": "supplier-case-study", "corroboratingSourceIds": [] }, { "id": "REA-006", "companyId": "real-emaar", "claimSha256": "0d94e178f8ce83450994265e2bbba81dd122184eca676cb3cb26867fcf6b04a5", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/realestate/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Named Emaar executive and supplier describe implemented kitchen collaboration. Historical supplier evidence, not independent assurance.", "sourceUrl": "https://www.winnowsolutions.com/resources/news/emaar-hospitality-group-first-to-bring-cutting-edge-technology-into-uae-kitchen", "sourceLocator": "Launch and named Emaar COO paragraphs", "publisher": "Winnow", "sourceType": "supplier-case-study", "corroboratingSourceIds": [] }, { "id": "REA-007", "companyId": "real-emaar", "claimSha256": "4b485bc9f3bc261cd5af774dd801508443eaf3e2d9ebd2729b5a51c454e45510", "proposedLevel": 2, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "Explicit extraction-stage exclusion retained.", "Complete readable source support not established; indexed-only evidence cannot score." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Not eligible: full current source did not resolve. Exclusion: Explicit extraction-stage exclusion retained. Complete readable source support not established; indexed-only evidence cannot score.", "sourceUrl": "https://properties.emaar.com/wp-content/uploads/2025/03/Emaar-Properties-IR-2024_English_F.pdf", "sourceLocator": "Indexed printed45", "publisher": "Emaar Properties", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "REA-023", "companyId": "real-udc", "claimSha256": "9b428dae00aa356f053bed6470696f1b6de9c1fd0e023959cec860a3867c9d4c", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/realestate/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Official article body describes implemented CAFM/contact-centre ecosystem and Super App supported by omnichannel AI assistant. Specific service linkage qualifies; awards do not independently validate effectiveness.", "sourceUrl": "https://udcqatar.com/Media-Room/Press-Releases/Middle-East-Enterprise-AI", "sourceLocator": "CAFM ecosystem and Super App paragraphs", "publisher": "United Development Company", "sourceType": "official-implementation-account", "corroboratingSourceIds": [] }, { "id": "REA-024", "companyId": "real-udc", "claimSha256": "e37e10b5e91b96547ea8395460e29bc9b111661a40c784dbf5e6b2369859100f", "proposedLevel": 2, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "New claim has no explicit accepted review decision.", "No qualifying AI-specific operating anchor retained.", "Excluded by independent source-review pass." ], "review": { "decision": "exclude", "record": "expansion/realestate/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Full annual report places Qatar Cool under Major Associates, separately from Major Subsidiaries. A51% interest alone does not resolve operating-control/consolidation scope. Preserve investee case, but do not transfer its practice into UDC points without scope evidence. Exclusion: New claim has no explicit accepted review decision. No qualifying AI-specific operating anchor retained. Excluded by independent source-review pass.", "sourceUrl": "https://udcqatar.com/-/media/28448e61b207417e9756f8027195f1a5.ashx", "sourceLocator": "PDF34/printed66–67, QatarCool2025highlights", "publisher": "United Development Company", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "REA-001", "companyId": "real-roshn", "claimSha256": "faf160a10090751ed92b9acb7876d411a602844aebddfedccb115970c9778734", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/realestate/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Registration for a named AI track and possible pilots is a specific programme commitment, not deployed solutions.", "sourceUrl": "https://www.roshn.sa/news-and-events/press-releases/article-78", "sourceLocator": "AI track and pilot-opportunity paragraphs", "publisher": "ROSHN", "sourceType": "official-implementation-account", "corroboratingSourceIds": [] }, { "id": "REA-002", "companyId": "real-roshn", "claimSha256": "0031dc7f61246c8750d8f34658cc74c27cc6ad8ea30d3d937c28fea843498609", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/realestate/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Named partners support an AI-inclusive planned hackathon; no implemented AI collaboration outcome established.", "sourceUrl": "https://www.roshn.sa/news-and-events/press-releases/article-78", "sourceLocator": "Partner and mentorship paragraphs", "publisher": "ROSHN", "sourceType": "official-implementation-account", "corroboratingSourceIds": [] }, { "id": "REA-026", "companyId": "real-diyar", "claimSha256": "be491caa2eb31e1ec49421b042108aa70a6ea8c2492f31997c99dbe730749388", "proposedLevel": 1, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "New claim has no explicit accepted review decision.", "Explicit extraction-stage exclusion retained.", "No qualifying AI-specific operating anchor retained.", "Excluded by independent source-review pass." ], "review": { "decision": "exclude", "record": "expansion/realestate/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Full release establishes conference sponsorship and AI as an agenda topic. It does not establish a named internal AI operating practice or implementation partnership. Uphold exclusion. Exclusion: New claim has no explicit accepted review decision. Explicit extraction-stage exclusion retained. No qualifying AI-specific operating anchor retained. Excluded by independent source-review pass.", "sourceUrl": "https://www.diyar.bh/en/press/97/diyar-al-muharraq-official-platinum-sponsor-for-the-bahrain-smart-cities-summit-2024", "sourceLocator": "Conference agenda and sponsorship paragraphs", "publisher": "Diyar Al Muharraq", "sourceType": "official-implementation-account", "corroboratingSourceIds": [] }, { "id": "REA-027", "companyId": "real-naseej", "claimSha256": "f21793d7441640e222998fa1c948d1b6c54cdd04408cd6ed1a9f6f544f63c191", "proposedLevel": 1, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "Explicit extraction-stage exclusion retained." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "No qualifying specific AI commitment. Exclusion: Explicit extraction-stage exclusion retained.", "sourceUrl": "https://www.naseej.bh/our-news/naseej-holds-annual-general-meeting-and-announces-new-strategy", "sourceLocator": "AGM strategy paragraph", "publisher": "Naseej", "sourceType": "official-implementation-account", "corroboratingSourceIds": [] }, { "id": "REA-025", "companyId": "real-tamdeen", "claimSha256": "1ce7b784a5356e130a6795faf811ca4d860f94127e94b2ebc77e19362cf6b837", "proposedLevel": 1, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "Explicit extraction-stage exclusion retained." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Specific product feature, not internal developer operating practice. Exclusion: Explicit extraction-stage exclusion retained.", "sourceUrl": "https://www.tamdeen.com/news/tamdeen-entertainment-unveils-planet-laser-by-fun-tiki-at-al-khiran-mall", "sourceLocator": "AI gameplay paragraph and future launch sentence", "publisher": "Tamdeen Group", "sourceType": "official-implementation-account", "corroboratingSourceIds": [] }, { "id": "RET-LULU01", "companyId": "lulu-retail", "claimSha256": "e0125fbde89a5fbe160681729e1821d725d2e54fee5bc940e548e11ce91a38c0", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/retail/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Annual2025 printed104/physical105 describes operational UAE forecasting/replenishment with sales, seasonality, promotion and store inputs. Other-market rollout remains underway.", "sourceUrl": "https://www.luluretail.com/media/pqobufrm/lulu-retail_iar2025_eng.pdf", "sourceLocator": "Physical105, printed104, AI adoption section", "publisher": "LuLu Retail", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "RET-LULU02", "companyId": "lulu-retail", "claimSha256": "7f3b3c9ef114015c9dcc8892052840ba0be818e1dd36eb1636512b7715004c56", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/retail/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Same annual passage explicitly describes planning-team review, exception handling, approvals and bounded automated operation. This establishes specified decision controls, not unrestricted autonomy.", "sourceUrl": "https://www.luluretail.com/media/pqobufrm/lulu-retail_iar2025_eng.pdf", "sourceLocator": "Physical105, printed104, oversight and automation paragraphs", "publisher": "LuLu Retail", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "RET-LULU03", "companyId": "lulu-retail", "claimSha256": "7d7ebdce4f45e6ed3189e6187a0e05e64718480d3e78224bff1d4839e821bd36", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/retail/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Same annual passage specifies data quality, access/security controls, risk framework and forecast/exception monitoring around operational AI. These are issuer-reported controls, not independent compliance assurance.", "sourceUrl": "https://www.luluretail.com/media/pqobufrm/lulu-retail_iar2025_eng.pdf", "sourceLocator": "Physical105, printed104, controls, oversight and KPI paragraphs", "publisher": "LuLu Retail", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "RET-LULU04", "companyId": "lulu-retail", "claimSha256": "51eaef0f0543476f9e9667ae097a85f6cd3ea7d144fdd6b7ae9b7211fb8b1fed", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/retail/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Full1October2026 release reports shopping robots deployed in UAE stores with navigation/product/promotion functions. Before cutoff; no undisclosed store count or sales effect inferred.", "sourceUrl": "https://www.luluretail.com/media/news/lulu-brings-ai-powered-robotic-shopping-experience-to-uae-stores/", "sourceLocator": "Body deployment and Odigo robot capabilities paragraphs", "publisher": "LuLu Retail", "sourceType": "corporate-operating-announcement", "corroboratingSourceIds": [] }, { "id": "RET-LULU05", "companyId": "lulu-retail", "claimSha256": "e0917b557803613b763fed0eeb642fe3c8c237fa6d1ad72718bbc7e37c90386a", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/retail/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Full February2023 release describes launched Salem assistant with customer/order-system integration and live-agent handoff. Retain GCC operating scope only; non-GCC brand operations and historical continuity are separate.", "sourceUrl": "https://www.luluretail.com/media/news/lulu-hypermarket-launches-new-ai-powered-customer-experiences-on-whatsapp-in-collaboration-with-yellowai", "sourceLocator": "Body launch, CRM/order integration and live-agent handoff paragraphs", "publisher": "LuLu Retail", "sourceType": "corporate-operating-announcement", "corroboratingSourceIds": [] }, { "id": "RET-MAF01", "companyId": "majid-al-futtaim", "claimSha256": "5be057aa54dc8fac3ba23a17d103036ec26cc6ca590053ca4f5ba197f7330a18", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/retail/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Original2024 report pages80-81 describes launched AI Academy with three role-specific pathways. Do not transfer other academy participation or satisfaction figures into AI coverage or proficiency.", "sourceUrl": "https://www.majidalfuttaim.com/docs/default-source/reports/maf-sus-pages-full_final.pdf?sfvrsn=7c1de58c_2", "sourceLocator": "Physical/printed80–81, AI Academy and GO/DEVELOP/ELEVATE pathways", "publisher": "Majid Al Futtaim", "sourceType": "sustainability-report", "corroboratingSourceIds": [] }, { "id": "RET-MAF02", "companyId": "majid-al-futtaim", "claimSha256": "ba2e7e92388561255cd72aa4bbf1580d5992cc07ea431a3afd726ce2dfa6aee0", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/retail/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Original report page70 describes an implemented pricing engine considering scenarios, recommendations and promotions. No autonomous pricing authority or measured causal impact inferred.", "sourceUrl": "https://www.majidalfuttaim.com/docs/default-source/reports/maf-sus-pages-full_final.pdf?sfvrsn=7c1de58c_2", "sourceLocator": "Physical/printed70, AI customer-service spotlight", "publisher": "Majid Al Futtaim", "sourceType": "sustainability-report", "corroboratingSourceIds": [] }, { "id": "RET-MAF03", "companyId": "majid-al-futtaim", "claimSha256": "403067dcccd4af32b5c28d03ae4b9d000f1ba3e963ff3015940d7aa2b3194fb8", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/retail/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Original report page70 describes AI analysis classifying customer feedback into operating issues. This supports internal information use, not an enterprise-wide maintained knowledge system.", "sourceUrl": "https://www.majidalfuttaim.com/docs/default-source/reports/maf-sus-pages-full_final.pdf?sfvrsn=7c1de58c_2", "sourceLocator": "Physical/printed70, third solution in spotlight", "publisher": "Majid Al Futtaim", "sourceType": "sustainability-report", "corroboratingSourceIds": [] }, { "id": "RET-MAF04", "companyId": "majid-al-futtaim", "claimSha256": "71cfce74518ea5e46d7af718deb55d84822753648654c3d6ea27222ea1693c46", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/retail/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Original report page76 describes AI-assisted screening questions and job-fit scores. Mechanism qualifies; no claim of absence of bias, human decision authority or audited hiring benefit.", "sourceUrl": "https://www.majidalfuttaim.com/docs/default-source/reports/maf-sus-pages-full_final.pdf?sfvrsn=7c1de58c_2", "sourceLocator": "Physical/printed76, Talent Acquisition", "publisher": "Majid Al Futtaim", "sourceType": "sustainability-report", "corroboratingSourceIds": [] }, { "id": "RET-MAF05", "companyId": "majid-al-futtaim", "claimSha256": "5cd186b0925e368a1fe330232a8bbd4be19c0c4500da45b2f798d9840f19bd69", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/retail/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Full2021 company release describes opened City+ store with item recognition and automatic basket/payment workflow. Single named Dubai store and historical date; current continuation not established.", "sourceUrl": "https://www.majidalfuttaim.com/en/media-centre/press-releases/detail/2021/09/carrefour-city-plus", "sourceLocator": "Launch body describing Mall of the Emirates store and checkout flow", "publisher": "Majid Al Futtaim", "sourceType": "corporate-operating-announcement", "corroboratingSourceIds": [] }, { "id": "RET-MAF06", "companyId": "majid-al-futtaim", "claimSha256": "9484474a69561f16df7d4bf0b744f029bd7e61eb5a4c7e3a5c12a36b3a6b15c4", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/retail/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Full May2025 release explicitly describes deployed audience AI with3D sensors and retail-media targeting in UAE hypermarkets. Future supermarket rollout is not achieved coverage.", "sourceUrl": "https://www.majidalfuttaim.com/en/media-centre/press-releases/detail/2025/05/majid-al-futtaim-s-precision-media-and-advertima-set-new-retail-media-benchmark-with-ai-rollout-in-carrefour-stores", "sourceLocator": "Body paragraphs3 and8, hypermarket deployment and 3D sensors", "publisher": "Majid Al Futtaim", "sourceType": "corporate-operating-announcement", "corroboratingSourceIds": [] }, { "id": "RET-ALMEERA01", "companyId": "al-meera", "claimSha256": "ff4b8839e75dbdbfe3504d623ddd818bc54ba9aac5395f6debf3be8d0a9a8cb2", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/retail/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Original company-linked2024 annual PDF pages9-10 describes introduced smart carts, login, scanning and checkout in an explicitly AI-framed retail passage. No assumption of autonomous item recognition or disclosed model accuracy; distinct from the2023 autonomous-store case.", "sourceUrl": "https://sacorporatewebprodqc001.blob.core.windows.net/public/documents/Al%20Meera%20AR%202024%2013%20APR%202025%20ENG%20FINAL%20(1).pdf", "sourceLocator": "Physical9–10, printed14–17, Chairman and Board reports", "publisher": "Al Meera", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "RET-ALMEERA02", "companyId": "al-meera", "claimSha256": "5e8124eeffa18a3d26c6183a98a16fb385f38b57bde27968e2dddbc6d5d40c58", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/retail/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Full Zippin announcement names the partner and AI checkout project but describes future opening. A later Al Meera store description does not itself confirm partner continuity for this separate claim.", "sourceUrl": "https://www.getzippin.com/blog/al-meera-partners-with-zippin-to-open-first-checkout-free-stores-in-qatar", "sourceLocator": "Announcement body on planned stores and checkout-free technology", "publisher": "Zippin", "sourceType": "partner-announcement", "corroboratingSourceIds": [] }, { "id": "RET-MEZZAN01", "companyId": "mezzan", "claimSha256": "9e6675898ef99e7ffb888c872151af6bad44cbba29f600bbea93df9c91bbf17f", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/retail/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Original2025 sustainability report physical53 describes completed GenAI development of an ESG questionnaire with specified risk domains. This narrow drafting mechanism supports3; rollout targeted20 suppliers but completed deployment, responses and ongoing AI screening are not established.", "sourceUrl": "https://www.mezzan.com/wp-content/uploads/2026/08/Mezzan-Sustainability-Report-2025-English-.pdf", "sourceLocator": "Physical53, Case Study: ESG Risk Screening for High-Spend Suppliers", "publisher": "Mezzan Holding", "sourceType": "sustainability-report", "corroboratingSourceIds": [] }, { "id": "RET-BALADNA01", "companyId": "baladna", "claimSha256": "29d5581d9284a92d2163cbdc239bc159516db4f44871935ca679bb7c93d33849", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/retail/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Annual2025 physical41 places AI-supported integrated metering under Looking Ahead2026. Investment and intended monitoring are specific commitment, not proven deployment.", "sourceUrl": "https://baladna.com/storage/uploads/iKUuHjMbSSYZfRre3VkWieoWq.pdf", "sourceLocator": "Physical41, printed80–81, Looking ahead to2026", "publisher": "Baladna", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "RET-BALADNA02", "companyId": "baladna", "claimSha256": "ad76902c3d88f6ce29c912404610d3768d11b9faaff1d37a0af40355ef613276", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "expansion/retail/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Annual2025 physical39 explicitly says feed-management software will be implemented and integrated. Retain planned anchor; other completed farming technology is not this AI practice.", "sourceUrl": "https://baladna.com/storage/uploads/iKUuHjMbSSYZfRre3VkWieoWq.pdf", "sourceLocator": "Physical39, printed76–77, Looking ahead to2026", "publisher": "Baladna", "sourceType": "annual-report", "corroboratingSourceIds": [] }, { "id": "RET-EXTRA01", "companyId": "extra", "claimSha256": "08b29191ae3cd673b22e22a64dc8c02ea2440edb6229b35b205bcf5a1683b771", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Specific existing AI oversight committee and reporting period.", "sourceUrl": "https://www.saudiexchange.sa/wps/portal/saudiexchange/newsandreports/issuer-news/issuer-announcements/issuer-announcements-details/?anCat=1&anId=86829&cs=4003&locale=en", "sourceLocator": "Additional information, board-member remuneration item", "publisher": "United Electronics Company via Saudi Exchange", "sourceType": "issuer-disclosure", "corroboratingSourceIds": [] }, { "id": "RET-ALSHAYA01", "companyId": "alshaya", "claimSha256": "cb258c98269f49af51d7c3231086248cc9c35505f51610ebf5dc7462728b28d4", "proposedLevel": 1, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "New claim has no explicit accepted review decision.", "No qualifying AI-specific operating anchor retained.", "Excluded by independent source-review pass." ], "review": { "decision": "exclude", "record": "expansion/retail/method-review.json", "exactClaimBinding": true, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Full undated service catalogue advertises AI-enabled retail-media offering. It does not establish actual operating deployment or a specific internal implementation commitment. Product availability alone is insufficient under the public-method boundary. Exclusion: New claim has no explicit accepted review decision. No qualifying AI-specific operating anchor retained. Excluded by independent source-review pass.", "sourceUrl": "https://www.alshaya.com/en/alshaya-media-connect/", "sourceLocator": "Offsite Display & Video service description", "publisher": "Alshaya", "sourceType": "corporate-service-page", "corroboratingSourceIds": [] }, { "id": "TEL-009", "companyId": "eand-group", "claimSha256": "5388a5dcd069d5ce9f04144acf44403ee833de8d924886dcd278012aadff6b07", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "PDF p129 specifies operational committee review and risk criteria. Group claim; incomplete rollout remains possible.", "sourceUrl": "https://www.eand.com/content/dam/eand/assets/docs/annual-report/2025/eand-integrated-annualreport-en.pdf", "sourceLocator": "Printed p.128 / PDF page index129, Responsible AI", "publisher": "e&", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-010", "companyId": "eand-group", "claimSha256": "8461e9ed28b7396541420d90ea25865133683590446a6f263fcd9130842dae94", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Audit-trail statement explicit on p129; not independent proof of trace completeness.", "sourceUrl": "https://www.eand.com/content/dam/eand/assets/docs/annual-report/2025/eand-integrated-annualreport-en.pdf", "sourceLocator": "Printed p.128 / PDF page index129, AI risk framework", "publisher": "e&", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-011", "companyId": "eand-group", "claimSha256": "e780e2a7384f64f82e077663e52b3f949cf71486913935fbad231df3b2c0ed23", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "p129 names launched training and employee model-building coverage. Not a tested competence result.", "sourceUrl": "https://www.eand.com/content/dam/eand/assets/docs/annual-report/2025/eand-integrated-annualreport-en.pdf", "sourceLocator": "Printed p.128 / PDF page index129, Embedding responsible AI across workforce", "publisher": "e&", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-012", "companyId": "eand-group", "claimSha256": "564675156ecf92088d48036f78e372e0ac9e4baff695c0359bdc1c0857ac2559", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Specific technical transformation roadmap.", "sourceUrl": "https://www.eand.com/en/news/22-06-26-eand-tm-strategic-blueprint.html", "sourceLocator": "Main release, roadmap paragraphs", "publisher": "e&", "sourceType": "company_press_release", "corroboratingSourceIds": [] }, { "id": "TEL-M01", "companyId": "eand-group", "claimSha256": "cec48c05dc82afba393e56d0c0757b474b0a11f26d03862ecd7f5b44f560ae31", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "accept", "record": "research/root-additions-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Independently reopened the readable primary PDF. PDF index130 (printed129), Transforming our networks through AI, names Huawei 5G-Advanced AI Core, NWDAF for real-time optimization and MDAF for predictive maintenance; Strengthening security and fraud protection explicitly states deployment of Mavenir CallShield using sentiment analysis, call profiling and pattern detection for real-time blocking. This supports implemented internal network practice plus concrete operating mechanisms at level3. Do not infer universal subsidiary coverage, total eligible-network coverage, independent performance validation or enterprise maturity. Reported outcome percentages are unnecessary to this anchor.", "sourceUrl": "https://www.eand.com/content/dam/eand/assets/docs/annual-report/2025/eand-integrated-annualreport-en.pdf", "sourceLocator": "Printed p129 / PDF index130, Transforming our networks; Strengthening security", "publisher": "e&", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-M02", "companyId": "eand-group", "claimSha256": "213a443cbeb43c4ef2d397636fe9829cf325e284b5fef186173b17bd7ea6bf68", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Explicit deployed internal workflow; outcome claims separate.", "sourceUrl": "https://www.eand.com/content/dam/eand/assets/docs/annual-report/2025/eand-integrated-annualreport-en.pdf", "sourceLocator": "Printed p129 / PDF index130, Key deployments; internal expansion paragraph", "publisher": "e&", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-031", "companyId": "beyon", "claimSha256": "537d597cd3b23611382b779324cf0c80aec8f6dbd0218215afb014e83e85892c", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "p30 describes Basma's operating functions and backend integration. Scope is Batelco, not every Beyon subsidiary.", "sourceUrl": "https://beyon.com/wp-content/uploads/2026/03/Beyon_ESG2025_English.pdf", "sourceLocator": "Printed pp.58-59 / PDF page index30, Batelco by Beyon", "publisher": "Beyon", "sourceType": "company_sustainability_report", "corroboratingSourceIds": [] }, { "id": "TEL-032", "companyId": "beyon", "claimSha256": "20a277ac4fbfbbfa0c6f67c3fb0352c7baa336d7bbb85dc7d6f8dc8bd8758978", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "p14 explicitly describes AI in internal operations; broad use cases suffice for 2, not audited benefits.", "sourceUrl": "https://beyon.com/wp-content/uploads/2026/03/Beyon-AR2025-ENGLISH.pdf", "sourceLocator": "Printed pp.26-27 / PDF page index14, Batelco by Beyon", "publisher": "Beyon", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-033", "companyId": "beyon", "claimSha256": "654005481bb97133a09feb0e65f5ebfd8191d24f7d3498c586e3105114bf6738", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "p16 describes AI integrated into Beyon Cyber managed-service delivery, with query orchestration and oversight. Correct name to Orryx AI; do not imply whole-group autonomy.", "sourceUrl": "https://beyon.com/wp-content/uploads/2026/03/Beyon-AR2025-ENGLISH.pdf", "sourceLocator": "Printed pp.30-31 / PDF page index16, Beyon Cyber", "publisher": "Beyon", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-017", "companyId": "ooredoo-group", "claimSha256": "942c327aae1ebec8e9151921ad68b1776cbb5c033da403a4f1599af14e57d39a", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "p3 explicitly reports deployment in customer-care operations. Internal service delivery, not merely product sale.", "sourceUrl": "https://www.ooredoo.com/wp-content/uploads/2026/03/2025-Ooredoo-Annual-Report_English_FINAL.pdf", "sourceLocator": "Printed pp.4-5 / PDF page index3, Customer Experience", "publisher": "Ooredoo", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-018", "companyId": "ooredoo-group", "claimSha256": "5de9ae13acbe8f39254609ae9f7bf1d683bde485328256ec90d856b68298ee35", "proposedLevel": null, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "No qualifying AI-specific operating anchor retained." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Broad collaboration description lacks specific implemented internal AI mechanism. Exclusion: No qualifying AI-specific operating anchor retained.", "sourceUrl": "https://www.ooredoo.com/wp-content/uploads/2026/03/2025-Ooredoo-Annual-Report_English_FINAL.pdf", "sourceLocator": "Printed pp.4-5 / PDF page index3, Innovation and Platforms", "publisher": "Ooredoo", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-019", "companyId": "ooredoo-group", "claimSha256": "67c34801252644f4dc0d62e823d06313b766f088bd0fb449b2c55de2b1a3e9fa", "proposedLevel": null, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "Customer product alone does not establish internal operating practice.", "No qualifying AI-specific operating anchor retained." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Selling live AI infrastructure is distinct from internal operating-model use. Exclusion: Customer product alone does not establish internal operating practice. No qualifying AI-specific operating anchor retained.", "sourceUrl": "https://www.ooredoo.com/en/media/news_view/ooredoo-group-fy-2025/", "sourceLocator": "Syntys / sovereign AI cloud paragraph", "publisher": "Ooredoo", "sourceType": "company_results_release", "corroboratingSourceIds": [] }, { "id": "TEL-M03", "companyId": "ooredoo-group", "claimSha256": "541dca31593db93aef4869ccfbb88af08f83f06e68fda7fcabc824551d426dfc", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Explicit implemented commercial operating process.", "sourceUrl": "https://www.ooredoo.com/wp-content/uploads/2026/03/2025-Ooredoo-Annual-Report_English_FINAL.pdf", "sourceLocator": "PDF index10, Foundational Enablers, AI-Driven Transformation", "publisher": "Ooredoo", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-M04", "companyId": "ooredoo-group", "claimSha256": "6a0257b77b9dd0a66833c71818fb811301722078cc107795e57f1c6120c8fdd8", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Implemented HR workflow; no workforce competence claim.", "sourceUrl": "https://www.ooredoo.com/wp-content/uploads/2026/03/2025-Ooredoo-Annual-Report_English_FINAL.pdf", "sourceLocator": "PDF index10, Foundational Enablers 1-2", "publisher": "Ooredoo", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-M05", "companyId": "ooredoo-group", "claimSha256": "805d8878969995087c43ba4cb1b108082fe131e09d7f44bc794aa9c517ba4cb3", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Named internal knowledge-access practice.", "sourceUrl": "https://www.ooredoo.com/wp-content/uploads/2026/03/2025-Ooredoo-Annual-Report_English_FINAL.pdf", "sourceLocator": "PDF index10, Foundational Enablers 2", "publisher": "Ooredoo", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-001", "companyId": "stc-group", "claimSha256": "1e2bdde6d8bf772743b89fb64acfa9028b4e1d48899b045fff40c9de8b89c784", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Responsible-AI mechanism and model registry support coding. First-party, historical 2023 origin; not independent certification.", "sourceUrl": "https://www.stc.com/content/dam/groupsites/stc-sustainability-report-2025/corporate-governance/", "sourceLocator": "Responsible AI, paragraphs 1-4", "publisher": "stc group", "sourceType": "company_sustainability_report", "corroboratingSourceIds": [] }, { "id": "TEL-002", "companyId": "stc-group", "claimSha256": "f643f71e8de9f84c16284fd589532e08cb93ff1b2f5826aeb319e9bbf88469e6", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Training practice explicit; no evidence that attendance establishes competence.", "sourceUrl": "https://www.stc.com/content/dam/groupsites/stc-sustainability-report-2025/corporate-governance/", "sourceLocator": "Responsible AI, paragraph 5", "publisher": "stc group", "sourceType": "company_sustainability_report", "corroboratingSourceIds": [] }, { "id": "TEL-003", "companyId": "stc-group", "claimSha256": "2070b2297d376a1fef6584db9ee78ef4e64fa2eb705522da7272584a353340cd", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Soft launch is explicit; preserve 2023 pilot date and unknown current scope.", "sourceUrl": "https://www.stc.com/content/dam/groupsites/stc-sustainability-report-2025/corporate-governance/", "sourceLocator": "Responsible AI, final paragraph", "publisher": "stc group", "sourceType": "company_sustainability_report", "corroboratingSourceIds": [] }, { "id": "TEL-004", "companyId": "stc-group", "claimSha256": "d06d22c33c1de4fc112d05c29d8b54f8158618bb1aee4596ab1020b82e3038da", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Reviewer opened full page; network AI deployment explicit at line 80. Update access flag.", "sourceUrl": "https://www.stc.com/content/dam/groupsites/stc-sustainability-report-2025/our-customers/", "sourceLocator": "Reliable and resilient infrastructure and services", "publisher": "stc group", "sourceType": "company_sustainability_report", "corroboratingSourceIds": [] }, { "id": "TEL-027", "companyId": "stc-kuwait", "claimSha256": "002aac594d9a36cc7f17b808eecc313a78edf7fe429aef1e3e8b618ee792d9ed", "proposedLevel": 3, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "downgrade", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Office and unit established, but broad oversight purpose alone lacks a concrete governance decision/control mechanism for level 3.", "sourceUrl": "https://cws.stc.com.kw/DigitalStatic/AnnualReport2025/index.html", "sourceLocator": "2025 timeline, June and July", "publisher": "stc Kuwait", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-028", "companyId": "stc-kuwait", "claimSha256": "0b2d3ffdb2bdd0df4fd2b1c92c83d188eba74082b8e9ee132a98d6817851d6e0", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "December AI Week workshops/labs occurred. Training event is not evidence of job competence.", "sourceUrl": "https://cws.stc.com.kw/DigitalStatic/AnnualReport2025/index.html", "sourceLocator": "2025 timeline, December", "publisher": "stc Kuwait", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-029", "companyId": "stc-kuwait", "claimSha256": "1a2e93f3191b64bf81a5bde971570427e376c662b25fae3b1da1cad0f29fda32", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Original PDF inaccessible; same claim directly readable in annual-report timeline December paragraph, including validation of use cases. Replace source with T-S17.", "sourceUrl": "https://cws.stc.com.kw/DigitalStatic/AnnualReport2025/index.html", "sourceLocator": "AI Week, December 2-4 and ten labs", "publisher": "stc Kuwait", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-030", "companyId": "stc-kuwait", "claimSha256": "a16ddcbc5bedc9778d55a9b54e78ce02c81a3c2379698d310264d62a9e92699c", "proposedLevel": null, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "No qualifying AI-specific operating anchor retained." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Generic AI phrasing does not establish AI in the individually listed digital projects. Exclusion: No qualifying AI-specific operating anchor retained.", "sourceUrl": "https://cws.stc.com.kw/DigitalStatic/AnnualReport2025/pdfs/sections/en/Technology%20sector.pdf", "sourceLocator": "Printed pp.70-71 / PDF page index0, Building Smarter IT Foundations", "publisher": "stc Kuwait", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-034", "companyId": "stc-bahrain", "claimSha256": "f8825c67f136ec7d998038383b0dc7a3f0ce934afd782dfe3e3dd09c0bd0ad0c", "proposedLevel": 3, "acceptedLevel": 3, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Dated release describes deployed AI network assurance with specific mechanisms. Award itself is not verification.", "sourceUrl": "https://www.stc.com.bh/media-center/template?id=4346", "sourceLocator": "AI and Machine Learning Customer Experience award paragraph", "publisher": "stc Bahrain", "sourceType": "company_press_release", "corroboratingSourceIds": [] }, { "id": "TEL-035", "companyId": "stc-bahrain", "claimSha256": "4638bd449d15c4806cd52ecf80dae4b6e6ab0c0af03a3ae6f9a274dadcceff1a", "proposedLevel": null, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "No qualifying AI-specific operating anchor retained." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Network observability does not establish organizational knowledge-management capability. Exclusion: No qualifying AI-specific operating anchor retained.", "sourceUrl": "https://www.stc.com.bh/media-center/template?id=4346", "sourceLocator": "AI assurance mechanism paragraph", "publisher": "stc Bahrain", "sourceType": "company_press_release", "corroboratingSourceIds": [] }, { "id": "TEL-036", "companyId": "stc-bahrain", "claimSha256": "3017a68801f105cf116ee3267421050aebabafc745d931c97b2a843dad6a04f7", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Agreement explicitly includes future AI network optimization; retain announced status, not deployment.", "sourceUrl": "https://www.stc.com.bh/media-center/template?id=4188", "sourceLocator": "Main agreement and roadmap paragraphs", "publisher": "stc Bahrain", "sourceType": "company_press_release", "corroboratingSourceIds": [] }, { "id": "TEL-037", "companyId": "stc-bahrain", "claimSha256": "32a8b4ac8134eb1a24550862201bc603c1f114dace5940dcba85ebd45623afe0", "proposedLevel": null, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "Customer product alone does not establish internal operating practice.", "No qualifying AI-specific operating anchor retained.", "Complete readable source support not established; indexed-only evidence cannot score." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Customer product claims do not establish operator internal autonomy. Exclusion: Customer product alone does not establish internal operating practice. No qualifying AI-specific operating anchor retained. Complete readable source support not established; indexed-only evidence cannot score.", "sourceUrl": "https://business.stc.com.bh/ai-solutions/stc-agentic-ai", "sourceLocator": "Product introduction and Autonomous Intelligence", "publisher": "stc Bahrain", "sourceType": "company_product_page", "corroboratingSourceIds": [] }, { "id": "TEL-022", "companyId": "zain-group", "claimSha256": "12e0bd2494c137f27a8fd480095dd30e914294da47c7b3ca634e0139621a0676", "proposedLevel": 3, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "No qualifying AI-specific operating anchor retained.", "Excluded by independent source-review pass." ], "review": { "decision": "exclude", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Data Office/privacy section lacks explicit AI governance linkage. General data management cannot score AI-specific Governance. Exclusion: No qualifying AI-specific operating anchor retained. Excluded by independent source-review pass.", "sourceUrl": "https://zain.com/AR2025/technology/", "sourceLocator": "Personal Data Privacy Policies and Framework", "publisher": "Zain", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-023", "companyId": "zain-group", "claimSha256": "f08f565c11c5d55c92bc730a79ceff499632b6559dd6ced362c5895b49d591ce", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Structured AI trial portfolio explicit; evidence supports trials, not enterprise evaluation maturity.", "sourceUrl": "https://zain.com/AR2025/technology/", "sourceLocator": "Advancing AI-Driven Network and Operations Intelligence", "publisher": "Zain", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-024", "companyId": "zain-group", "claimSha256": "d19c0a1a18f817dd9aff8b591cb3a56db6fa76d41dcc7a30e40185f0ef16e5ce", "proposedLevel": 3, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "downgrade", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Same page calls Kuwait wireless fault use a trial before describing FME Mate as deployed. Preserve pilot/production ambiguity; conservative pilot code until clarified.", "sourceUrl": "https://zain.com/AR2025/technology/", "sourceLocator": "Advancing AI-Driven Network and Operations Intelligence, Kuwait paragraph", "publisher": "Zain", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-025", "companyId": "zain-group", "claimSha256": "e74e31af788695e7abe22d5d8d82f84c3365c292dc9b2ce329b6cd25a4ee02b9", "proposedLevel": 2, "acceptedLevel": 2, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Group network AI closed-loop operation explicit. Geography/coverage not fully specified.", "sourceUrl": "https://zain.com/AR2025/technology/", "sourceLocator": "Leadership in Autonomous Network Innovation", "publisher": "Zain", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-026", "companyId": "zain-group", "claimSha256": "b7b0f3f0b8aa881e8ae2718c0443c470186a5511950f53d5604ea971f8ae03e5", "proposedLevel": null, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "No qualifying AI-specific operating anchor retained." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Generic strategic AI priority is not a specific eligible operating practice. Exclusion: No qualifying AI-specific operating anchor retained.", "sourceUrl": "https://zain.com/AR2025/strategy/", "sourceLocator": "Force 2: Digital Zain", "publisher": "Zain", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-013", "companyId": "du", "claimSha256": "8d63520391880b8f47942e8f63fc84b910b52ba8ce4f54468dc47260e76871b6", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Full release specifies first-phase testing with selected employees. Retain pilot.", "sourceUrl": "https://www.du.ae/about/media-centre/newsdetail/du-launches-microsoft-365-copilot", "sourceLocator": "Main release, first-phase paragraph", "publisher": "du", "sourceType": "company_press_release", "corroboratingSourceIds": [] }, { "id": "TEL-014", "companyId": "du", "claimSha256": "5635b9b7e65a3207d5079ed345b1583cbb0ef3380916336fb0eec474ada3becc", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Specific internal customer-service redesign.", "sourceUrl": "https://www.du.ae/about/media-centre/newsdetail/du-announces-collaboration-with-microsoft", "sourceLocator": "Project technologies and subscriber-copilot paragraphs", "publisher": "du", "sourceType": "company_press_release", "corroboratingSourceIds": [] }, { "id": "TEL-015", "companyId": "du", "claimSha256": "478c2f2d1d00e36baac479c89dc060a52448bc0ade20d7b1ca15c09420c21c91", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Specified partner and internal workflow.", "sourceUrl": "https://www.du.ae/about/media-centre/newsdetail/du-announces-collaboration-with-microsoft", "sourceLocator": "Main release, collaboration paragraphs", "publisher": "du", "sourceType": "company_press_release", "corroboratingSourceIds": [] }, { "id": "TEL-016", "companyId": "du", "claimSha256": "0e1da39c899c9561337da4c579b17dbc215bc608584e2aa771ebff362833c060", "proposedLevel": null, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "Customer product alone does not establish internal operating practice.", "No qualifying AI-specific operating anchor retained." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "External offering and infrastructure pipeline do not establish internal AI-native operations. Exclusion: Customer product alone does not establish internal operating practice. No qualifying AI-specific operating anchor retained.", "sourceUrl": "https://www.du.ae/about/media-centre/newsdetail/du-launches-ai-park-and-national-hybrid-ai-at-gitex-2025", "sourceLocator": "AI Park and National Hybrid AI sections", "publisher": "du", "sourceType": "company_press_release", "corroboratingSourceIds": [] }, { "id": "TEL-005", "companyId": "mobily", "claimSha256": "505c90c72f5e5233f44cc235d80ecf7f909268304c702e913525c8e85d42aaa8", "proposedLevel": 3, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "No qualifying AI-specific operating anchor retained.", "Excluded by independent source-review pass.", "Complete readable source support not established; indexed-only evidence cannot score." ], "review": { "decision": "exclude", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Direct PDF retrieval failed again. Indexed-only material cannot score under protocol. Exclusion: No qualifying AI-specific operating anchor retained. Excluded by independent source-review pass. Complete readable source support not established; indexed-only evidence cannot score.", "sourceUrl": "https://apisit.mobily.com.sa/wps/wcm/connect/e30b0c6d-81ce-485a-bdbb-891eaab24db8/Mobily%2BAR25%2B%2BEnglish.pdf?CACHEID=ROOTWORKSPACE-e30b0c6d-81ce-485a-bdbb-891eaab24db8-pSH9C9c&MOD=AJPERES", "sourceLocator": "Printed pp.104-105, AI, Automation and Intelligent Network Operations", "publisher": "Mobily", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-006", "companyId": "mobily", "claimSha256": "2747b496574dcc899a1a9ace540d6f04f7179d448cfd262e45cca1ddf235c258", "proposedLevel": 2, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "No qualifying AI-specific operating anchor retained.", "Excluded by independent source-review pass.", "Complete readable source support not established; indexed-only evidence cannot score." ], "review": { "decision": "exclude", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Same failed PDF; remove points until eligible readable primary support exists. Exclusion: No qualifying AI-specific operating anchor retained. Excluded by independent source-review pass. Complete readable source support not established; indexed-only evidence cannot score.", "sourceUrl": "https://apisit.mobily.com.sa/wps/wcm/connect/e30b0c6d-81ce-485a-bdbb-891eaab24db8/Mobily%2BAR25%2B%2BEnglish.pdf?CACHEID=ROOTWORKSPACE-e30b0c6d-81ce-485a-bdbb-891eaab24db8-pSH9C9c&MOD=AJPERES", "sourceLocator": "Printed pp.104-105, AI, Automation and Intelligent Network Operations", "publisher": "Mobily", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-007", "companyId": "mobily", "claimSha256": "e5b92d4f1110942d1d56c955c7c350cd5403beeef23ca8cc194b83f8064400b2", "proposedLevel": null, "acceptedLevel": null, "eligible": false, "exclusionReasons": [ "No qualifying AI-specific operating anchor retained.", "Complete readable source support not established; indexed-only evidence cannot score." ], "review": { "decision": "no separate claim challenge recorded", "record": null, "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Analytics access alone does not establish AI-mediated institutional knowledge. Exclusion: No qualifying AI-specific operating anchor retained. Complete readable source support not established; indexed-only evidence cannot score.", "sourceUrl": "https://apisit.mobily.com.sa/wps/wcm/connect/e30b0c6d-81ce-485a-bdbb-891eaab24db8/Mobily%2BAR25%2B%2BEnglish.pdf?CACHEID=ROOTWORKSPACE-e30b0c6d-81ce-485a-bdbb-891eaab24db8-pSH9C9c&MOD=AJPERES", "sourceLocator": "Printed pp.104-105, AI, Automation and Intelligent Network Operations", "publisher": "Mobily", "sourceType": "company_annual_report", "corroboratingSourceIds": [] }, { "id": "TEL-008", "companyId": "mobily", "claimSha256": "91fceeb072508c0d8f8f9f0c44f785c5dfa700334af11d7f57deaac380b6c8df", "proposedLevel": 1, "acceptedLevel": 1, "eligible": true, "exclusionReasons": [], "review": { "decision": "retain", "record": "research/method-telecom-review.json", "exactClaimBinding": false, "kind": "AI-assisted source challenge; not human validation" }, "rationale": "Dated MoU names internal network development and AI mechanisms. 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