Start with the use case risk, not the AI tool
Explain why an AI readiness assessment begins with the intended use context and risk, not the tool choice.
The reframe: readiness is use-case specific. A readiness assessment should begin with the work context, not the technology label. The useful question is not, "Are we ready for AI?" It is, "Is this use case ready for AI under these conditions?" NIST AI RMF's MAP function gives the discipline: define the context, intended purpose, stakeholders, assumptions, benefits, and harms before deciding what to measure or manage. Context before capability A powerful model does not make a weak workflow ready. Ask what decision the AI will support, who will rely on it, what data it will touch, and what happens if…
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