Trusted-domain AI: confidence and provenance for energy
General models hallucinate. Energy decisions cannot afford that. How EnergyAI's Knowledge Trust Framework grounds every answer in curated, cited knowledge.
The energy sector is exactly the kind of domain where a confident, wrong answer is dangerous. Tariffs, standards, program rules and safety requirements are precise, and a generic model that improvises over them is a liability, not an asset.
For a survey of where machine learning is actually delivering across utilities today, and the governance each use case needs, see AI for utilities: where it works today.
Governed knowledge, not open-ended generation
EnergyAI is built as a Trusted-Domain centre of excellence. Knowledge is curated and governed by a Knowledge Trust Framework, and every answer is returned with a confidence score and provenance, the sources it drew from, so a human can verify before acting.
- Curated, governed knowledge base rather than the open web
- Confidence scoring on every response
- Provenance and citations for auditability
- Sovereign deployment, so your knowledge stays in your control
Trust is not a feature you add at the end. It is the architecture.
Mapping Canada's grid, one layer at a time
Behind the Canada Grid Atlas: how we combined power-plant, transmission, substation and live-price data into one fast, explorable map of the country's electricity system.
Energy Management Information System vs Energy Data Management: What the Terms Mean in Practice
EMIS, energy information management system, energy data management, building management system. Four labels, overlapping products, one question that sorts them: what decision is the software supposed to support?
Meter Data Management vs Energy Data Management: Which One Do You Actually Need?
MDM is a utility system for validating meter reads and producing billing determinants. EDM is a customer system for understanding cost and consumption. Buying the wrong one is a common and expensive mistake.
Utility data collection
Customers and sites onboard themselves. Green Button authorizations, interval feeds and bill uploads are normalized into one program-ready dataset.
Data & platform
All articles in this category.
Consultants & auditors
How MartinAI applies to this sector.
Utility bill overpayment calculator
Estimate the billing errors a portfolio is likely carrying.
Energy data by location
Grid, utility and reporting facts for your province, state or city.