Beyond AI features: A checklist for CX outcomes

A practical framework for evaluating enterprise AI

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Every AI vendor can win a demo. Far fewer can prove their platform delivers measurable outcomes, operates inside real governance controls and helps avoid another integration project six months from now. You need more than a features list — you need a way to separate genuine enterprise readiness from a well-rehearsed pilot.

This checklist gives you the questions to ask (and the answers to expect) across five areas that matter most when AI moves from pilot to production. Use it to:

Make a faster, defensible platform decision with questions that separate real architecture from custom patchwork
Confidently show auditors and your board how AI reaches its decisions
Identify AI sprawl, fragmented governance and lock-in risks before they’re a problem