Assess whether vendor terms allow customer data in training (286843)

SITUATION Content-attribution program lead owns this Control Plane and Scoring review in a company whose agents can send email without a gate. Two production models recommending opposite actions on the same file is the triggering event; multi-model disagreement log on production cases is the evidence for whether vendor terms allow customer data in training.

DECISION Content-attribution program lead in a company whose agents can send email without a gate must choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact using multi-model disagreement log on production cases after two production models recommending opposite actions on the same file.

HYPOTHESES TO TEST 1. The population in multi-model disagreement log on production cases is the one two production models recommending opposite actions on the same file named, so Policy or governance breach follows for this Control Plane and Scoring file. 2. The population in multi-model disagreement log on production cases is adjacent only to two production models recommending opposite actions on the same file; Model defect is the honest AI Governance Layer call. 3. A company whose agents can send email without a gate already contained two production models recommending opposite actions on the same file before multi-model disagreement log on production cases arrived; no new Control Plane and Scoring path. 4. Provenance on multi-model disagreement log on production cases after two production models recommending opposite actions on the same file is broken; do not pick Policy or governance breach or Model defect yet.

ANALYSIS REQUIRED 1. Name the override that would let vendor terms allow customer proceed without a silent bypass. 2. Test whether two production models recommending opposite actions on the same file changed routing, logging, or human-in-the-loop on the live agent path. 3. Score whether the agent action in multi-model disagreement log on production cases was in-policy, out-of-policy, or unlogged. 4. For this AI Governance Layer Control Plane and Scoring file, read multi-model disagreement log on production cases against two production models recommending opposite actions on the same file and write the one fact that would move vendor terms allow customer for content-attribution program lead.

RECOMMENDATION Choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact on this AI Governance Layer / Control Plane and Scoring packet (multi-model disagreement log on production cases after two production models recommending opposite actions on the same file). The follow-on Control Plane and Scoring action is what content-attribution program lead does next: implement the option, assign an owner, and log the missing fact.