AI procurement objection battlecards
Respond to procurement shortcuts that would reduce AI accountability, testing, or public control.
Audit rights We can add audit rights after award. The team wants to keep the solicitation short. Your line If the agency may rely on the output, audit access is not optional. Put inspection rights in the solicitation or keep the pilot non-reliance. Waiting until after award when leverage is lower and evidence access becomes a negotiation. It connects the clause to public reliance rather than internal preference. Model changes The vendor will not agree to notice before model updates. A hosted AI service may change behavior outside the agency release cycle. Then the system cannot support a public-impacting workflow.…
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