Interactive learning lab
Verify and trust · guide 1 of 2

The AI output verification lab

Verification lab · BriefingScene 1 / 8

Verification is a risk decision

Do not check every word equally. Find what carries the consequence.

Verification is a risk decision ready.

Predict
Inspect
Verify

A private brainstorm and a customer-facing claim should not receive the same verification effort. Start with who will use the output, what happens if it is wrong, and which single claim carries the most weight.

Low stakes → light review.
Specific claims → direct evidence.
High stakes → stronger tools or human review.