رؤى / تقرير بحثي
فجوة التنفيذ سلسلة من القيود غير المحسومة
من العروض الواعدة إلى أداء تشغيلي قابل للتكرار
توليف للمصادر الأولية وتحليل mayden. المنهج والحدود موضحان.
الملخص التنفيذي
- انتشار الاستخدام لا يثبت تحقق قيمة اقتصادية مستدامة.
- حدد القيد الذي يمنع التوسع وصاحب القرار والدليل المطلوب لحسمه.
- التوسع قرار تشغيلي يتجدد مع الأدلة وليس غاية مستقلة.
اقرأ التقرير الكامل بالإنجليزية
يتوفر الملخص التنفيذي بالعربية. يتضمن التقرير الإنجليزي التحليل الكامل والرسوم التوضيحية والأسئلة القيادية والمراجع.
قراءة التقرير بالإنجليزيةتنزيل التقريرمنهج البحث وحدوده
كيفية قراءة هذا البحث
تفاصيل المنهج والمراجع أدناه باللغة الإنجليزية.
- Approach
- Narrative synthesis of eight official, academic and engineering sources with an original constraint-based operating framework. No pooled effects or proprietary survey.
- Source selection
- Sources selected to connect adoption measurement, integration, evaluation and operating accountability; accessed 10 October 2026.
- Limitations
- Adoption statistics cannot quantify a scaling failure rate. Frameworks are normative. Illustrative operating examples are mayden analysis and require company-specific validation.
المراجع / 8 مصادر
الأدلة التي يستند إليها التحليل
- [1]20% of EU enterprises use AI technologies ↗
Eurostat · 11 December 2025
Official business survey · Main findings and methodological notes; isoc_eb_ai
Adoption is not scale or impact; excludes most microenterprises and some sectors.
- [2]Tracking Firm Use of AI in Real Time: A Snapshot from the Business Trends and Outlook Survey ↗
US Census Bureau; Bonney et al. · March 2024
Official business survey · Abstract; CES-24-16
Associations do not identify the causal effect of adoption; data September 2023–February 2024.
- [3]Hidden Technical Debt in Machine Learning Systems ↗
Sculley et al.; NeurIPS · 2015
Engineering research · Abstract
Predates generative AI; used for structural insight, not current failure-rate estimates.
- [4]AI Agents That Matter ↗
Kapoor et al.; arXiv · 1 July 2024
Benchmark-method research · Abstract
Benchmark findings do not quantify enterprise return.
- [5]Artificial Intelligence Playbook for the UK Government ↗
Government Digital Service · 10 February 2025
Government guidance · Principles; human oversight; life cycle and commercial guidance
UK public-sector context; not a substitute for jurisdiction-specific advice.
- [6]Artificial Intelligence: An Accountability Framework for Federal Agencies and Other Entities ↗
US Government Accountability Office · 30 June 2021
Government oversight framework · Highlights and framework principles
Normative framework, not a measured causal estimate.
- [7]Magenta Book: Central Government guidance on evaluation ↗
HM Treasury and Evaluation Task Force · 15 May 2026
Government methodological guidance · Evaluation design, impact and value-for-money sections
Adapted to company decisions here; no claim of official endorsement.
- [8]The Microstructure of AI Diffusion: Evidence from Firms, Business Functions, and Worker Tasks ↗
Bonney et al.; US Census Bureau, CES-26-25 · April 2026; page revised 7 May 2026
Official representative business survey research · Abstract; supplement reference period November 2025–January 2026
Descriptive/self-reported; correlation is not causation. New business-function definition is not directly comparable with earlier producing-goods/services question.
