Human oversight of AI · Spec v1.3.0

Human oversight, measured.

COHESION measures human oversight at the API layer and attaches evidence to every score.

Low-risk decisions keep moving. High-risk decisions route to a human, and every review leaves an exportable signed record.

Spec v1.3.0API 50-endpoint core + evidence servicesUSPTO 4 provisionalsSSRN 6571519
Oversight Spec v1.3.0 · JIS dimensions

Seven measured dimensions of human oversight.

Each dimension carries a fixed weight. A composite score on the published 0 to 100 range is the weighted sum, with the oversight threshold marked on every bar.

CodeDimensionMaps toWeight
D1Escalation integrityOverride evidence
18.0
D2Review cadenceContinuous measurement
16.0
D3Decision authorityCapacity to understand
15.0
D4Reviewer competenceReviewer qualification
14.0
D5IndependenceAutomation-bias detection
13.0
D6AuditabilityGovernance evidence
13.0
D7Override capabilityDisregard and reverse
11.0
The evidence layer

Deploy more agentic AI, with the human in the loop on record.

COHESION helps teams move faster by making proof automatic. Low-risk decisions keep moving; high-risk decisions route to a human and produce evidence a regulator, auditor, or buyer can inspect.

Regulator report and DDQ kit

A signed compliance report mapped to US and EU AI oversight law and NIST AI RMF, plus a due-diligence kit that answers standard vendor questionnaires from your measured behaviour. Ready to hand to a regulator or a buyer.

On demand

Signed evidence receipts

An exportable signed artifact for a single decision. Anyone with the receipt can check whether the contents changed after COHESION issued it.

Per decision

Append-only evidence chain

Capture the reviewer's reasoning before the AI answers, bound into a per-org HMAC hash chain. The reveal-gate keeps the AI output sealed until the human commits, so the record cannot be back-fit.

Reveal-gated

Judgment velocity

A predictive slope over a reviewer's recent scores, so a reviewer drifting toward rubber-stamping is caught before the score crosses the oversight floor, not after.

Early warning