Use the scorecard to test whether the initiative has a defined outcome, a workable workflow, production evidence, and clear authority before more money or responsibility is committed.
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 shows whether the initiative has a defined operating outcome, a workflow people can use, realistic validation, and clear authority. It is a diagnostic for discussion, not a certification or guarantee.
The best respondent is someone who understands both the business objective and the current state of the initiative. The best result usually comes from completing it with the workflow owner and at least one person responsible for technology, operations, or risk.
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.
Research and practical analysis on AI products, agentic systems, production assurance, governance, and decision control. Published by Dr. Amit K. Shah.