AI-Assisted Verification & ESG

Purpose: AI accelerates reviews and reporting; it does not replace the PoV Gate. The Gate still decides.

What: detect unrealistic readings, suspicious spikes, duplicate submissions.

Why: raise/route exceptions early; keep attestors focused.

What: AI helpers for baseline estimation, method conformance (methodHash), and evidence completeness.

Why: faster, more consistent verifier decisions.

What: normalize fields across registries and methodologies; map to schema versions.

Why: comparable assets and cleaner exports.

What: render reports from on-chain lineage (evidence → attestations → mint/retire).

Why: audits become review, not reconstruction.

What: triage queues, confidence scores, premium SLA routing.

Why: lower OPEX without weakening the attestor quorum.


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