Assess whether a promising AI initiative has a clear outcome, a workable operating path, credible production evidence, and defined authority before scale.
Use it with an executive team, AI council, workflow owner, implementation partner, or vendor before deciding whether to pilot, scale, redesign, or stop.
The scorecard helps identify what an initiative has and has not proved.
The scorecard helps leaders identify whether an AI initiative has a clear operating outcome, sufficient workflow integration, realistic validation, defined authority, and a credible path to value. It is a practical diagnostic, not a certification or guarantee of readiness.
The best respondent is someone who understands both the business objective and the current state of the initiative. Product, program, operations, AI, data, risk, or executive leaders can use it to structure a more specific production-readiness discussion.
After submission, the PDF is available immediately, along with next steps for production validation or a working session. Newsletter consent is separate and is not assumed from the scorecard request.