Assess whether human review is real or a rubber stamp (df3f74)

Situation

After a new use case bolted onto a model approved for a narrower purpose, training-data provenance questionnaire is what chief AI officer can touch in a retailer using generative AI in customer service. AI Governance will live with Human review is real versus A rubber stamp on this Vendors and Agentic Systems file.

Decision

Chief AI officer in a retailer using generative AI in customer service must choose Human review is real / A rubber stamp using training-data provenance questionnaire after a new use case bolted onto a model approved for a narrower purpose.

Hypotheses to test

• Chief AI officer can defend Human review is real from training-data provenance questionnaire after a new use case bolted onto a model approved for a narrower purpose in a AI Governance challenge.
• Chief AI officer cannot defend Human review is real from training-data provenance questionnaire; A rubber stamp is what the extract actually supports after a new use case bolted onto a model approved for a narrower purpose.
• A new use case bolted onto a model approved for a narrower purpose never reached the population in training-data provenance questionnaire — reopen intake, do not close human review is real.
• Two facts in training-data provenance questionnaire after a new use case bolted onto a model approved for a narrower purpose conflict for chief AI officer; hold this Vendors and Agentic Systems file.

Analysis required

• Walk the model input/output path recorded in training-data provenance questionnaire and mark each hop approved, shadow, or unlogged.
• Verify data provenance and the human-oversight gate chief AI officer can actually point to.
• Walk the model input/output path recorded in training-data provenance questionnaire and mark each hop approved, shadow, or unlogged.
• For this AI Governance Vendors and Agentic Systems file, read training-data provenance questionnaire against a new use case bolted onto a model approved for a narrower purpose and write the one fact that would move human review is real for chief AI officer.

Recommendation

Choose Human review is real / A rubber stamp on this AI Governance / Vendors and Agentic Systems packet (training-data provenance questionnaire after a new use case bolted onto a model approved for a narrower purpose). The follow-on Vendors and Agentic Systems action is what chief AI officer does next: implement the option, assign an owner, and log the missing fact.