Improve asset availability
Identify where evidence preparation and maintenance planning lose time, then compare the intervention with existing engineering practice.
What matters
Availability, maintenance lead time and repeat work
Energy
Connect intelligence to the asset.
Bring AI investment closer to reliability, asset productivity and operating decisions. Design around the physical system, its constraints and the people responsible for it.
See the work in motion
The mayden perspective
From more signals to better operating choices.
An alert has no value by itself. The relevant question is whether it improves a maintenance, scheduling or capital decision without moving cost or risk elsewhere. Connect equipment evidence to the work that follows, and distinguish model performance from asset performance.
Allocate capital with context
Connect asset condition, operating constraints and investment alternatives before ranking AI opportunities.
What matters
Lifecycle cost, reliability and investment trade-offs
Count the infrastructure
Include computing, data movement and shared infrastructure when comparing solutions. Keep energy, average power and peak requirements separate.
What matters
Workload energy and capacity requirements
The work, made visible
Explore a different way of working.
Move through the stages. See what intelligence prepares, where professional judgement enters and what happens when the evidence is incomplete.
Connect an asset signal to a defensible action.
Asset operations
Observe
Identify the asset, operating state and reliability of the reported signal.
Working outputA contextualised asset signal
Standard scenario. Each action remains subject to its stated authority.
What to evaluate
Compare planning time, repeat work and asset availability; validate safety and operating limits independently.
Illustrative engagement design. Not a client result, a live tool demonstration or a promise of performance.
The evidence behind the conversation
Read. Examine. Challenge.
Our research is open to examination. Start with the argument, follow the sources and bring the questions to your own organisation.
One idea to examine
Global demand frames the question. Local evidence determines the commitment.
An exhibit from our research, with its assumptions and boundaries retained.
Global data-centre demand is projected to roughly double
TWh per year
What this means
The global scale justifies planning, while project commitments still require local evidence.
IEA 2026 Key Questions on Energy and AI. All data centres, not AI alone. 2030 is a projection; use the same forecast vintage for both bars.
Sources: Key Questions on Energy and AI: Executive summary
Examine the full exhibit and report ↗
mayden Perspectives
AI, energy and infrastructure choices
Read the perspective ↗
mayden Perspectives
Evaluate the decision before buying the capability
Read the perspective ↗AI Native Index™
Examine the operating evidence.
Trace selected Gulf energy and utilities disclosures to their stated operating scope. Announced partnerships and described deployments are different kinds of evidence.
PE-2026.10-v5 · 2026-10-11How mayden works
Senior judgement. Dedicated intelligences.
One connected mandate, from the strategic question to delivery and learning. The tools support the work; responsibility stays with the people doing it.
Strategic intelligence
Mandate
An asset or operating decision with explicit reliability boundaries.
Explore MandateOrganisational intelligence
Atlas
A map of asset records, operating dependencies and decision owners.
Explore AtlasValue intelligence
Balance
An opportunity comparison grounded in lifecycle economics.
Explore BalanceDesign → Engineer → Navigate
Carry the decision into working change.
The engagement continues through operating-model design, engineering, evaluation and handover. Scope, responsibilities and acceptance criteria are agreed with your team.
A senior conversation
Close to the decision. Involved in the work.
Start with the decision your organisation needs to make. Together, we define the mandate, the expertise required and who will be accountable for delivery.
Meet the firmSenior leadership
Dr. Goetz Kuras
Senior leadership
Utena Treves
Leadership involvement and specialist requirements are defined for each engagement.
Your next move