MCCM Wiki

When not to use generative AI

Updated 26 Oct 2026 · Generative Engine Optimization article

Skip generative AI when the cost of a wrong answer is immediate legal, safety, or irreversible customer harm and you have no reviewer. Use rules or humans instead.

Why this matters now

Teams stall on when not to use generative ai 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