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Standards and evidence hub

Standards-aware transformer APM without overclaiming compliance.

Use these official-source reference pages to frame evidence, data contracts, AI governance, and pilot boundaries for GridAPM evaluations.

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Bounded claims These pages cite public source pages and describe evidence handling. They do not claim certification, standards conformance, autonomous control, or final diagnostic authority.

Reference pages

Connect standards context to pilot evidence.

The goal is practical: help utilities, TSOs, DSOs, generation, industrial, and data center teams ask better questions before approved evidence enters a controlled GridAPM pilot.

Dissolved gas analysis laboratory evidence for transformer APM review
DGA evidence

IEEE C57.104

How transformer teams can treat IEEE C57.104 as a dissolved gas analysis reference when preparing traceable, human-reviewed GridAPM pilot evidence.

Open reference
Transformer oil and gas trend evidence prepared for utility review
DGA evidence

IEC 60599

A GridAPM standards reference for using IEC 60599 as context when organizing dissolved and free gas evidence for transformer APM review.

Open reference
Substation evidence workflow for transformer APM and agentic AI review
Substation context

IEC 61850

How IEC 61850 can inform asset identity, substation context, and evidence boundaries for GridAPM transformer APM pilots.

Open reference
Utility data contract map for CIM, IEC 61850, CMMS, historian, and transformer evidence
Data contracts

IEC 61968/61970 CIM

How IEC 61968 and IEC 61970 Common Information Model concepts can help utilities frame GridAPM data contracts for transformer APM pilots.

Open reference
DER and inverter-based resource visibility evidence for transformer planning review
IBR evidence

IEEE 2800

A GridAPM reference page for using IEEE 2800 context in inverter-based resource event evidence, grid modernization, and transformer APM planning.

Open reference
Large-load and power-quality evidence for transformer planning review
Power quality

IEEE 519

How IEEE 519 can inform power-quality evidence boundaries for transformer APM pilots involving data centers, industrial loads, renewables, and utilities.

Open reference
Utility AI governance board reviewing human-reviewed agentic AI evidence
AI governance

NIST AI RMF

How the NIST AI Risk Management Framework can inform GridAPM pilot governance for local-first, human-reviewed agentic AI in transformer APM.

Open reference

Claim discipline

What these references should and should not do

Standards context helps teams define evidence, governance, and review expectations. It should not be used as marketing shorthand for compliance.

Use official source URLs and paraphrase public context.
Keep copyrighted standards text out of public pages.
Separate evidence organization from diagnostic authority.
Require engineer approval before GridAPM output becomes reportable.