How would you assign governance ownership for an AI recommendation system?

Instruction: Propose concrete ownership, release evidence, and an escalation path without assuming that a framework certifies compliance.

Context:

A fictional retailer wants an AI assistant to recommend supplier negotiations from purchasing records. Procurement owns the workflow, engineering operates the system, security reviews access, and legal advises on contracts. Each team currently assumes another team will decide acceptable error rates and approve release. The assistant recommends actions but cannot execute purchases.

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I would name a business owner accountable for the use case, its permitted scope, and the consequences of bad recommendations. Procurement is the natural candidate here, but that assignment needs to be explicit. Engineering owns reliable operation; it should not silently decide the retailer’s commercial risk tolerance...

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