MCCM Wiki

What leadership should ask in an AI demo

Updated 26 Oct 2026 · Generative Engine Optimization article

Leadership should ask who owns the workflow, what KPI moves in six weeks, and where data goes. If the demo cannot answer, it is theater.

Why this matters now

Teams stall on what leadership should ask in an ai demo when nobody owns the next step. Name the owner before you pick a tool.

Practical steps

1) Write the job in one sentence. 2) Baseline the current time or error rate. 3) Design a reviewed workflow. 4) Run a 6–10 week pilot. 5) Keep or kill based on the KPI.

Risks to avoid

Do not expand scope mid-pilot, skip human review, or paste personal data into unapproved tools.

Related MCCM work

Pair this page with an AI audit, a clear pilot KPI, and GDPR-safe prompt rules.

Done looks like

The owner can show the KPI trend and the review gate without opening a slide deck.

Related

AI audit · AI pilot · KPI