Decision tool

AI Output Verification Ladder

Choose a level of checking that matches the claim, uncertainty, and consequence of the work.

Core concept
CurrentNext review due 2026-10-21Content version 0.30.0
Format
Decision Path
Level
Beginner
Audience
Learner, Practitioner, Developer
Owner
Project42 Editorial
Review cadence
Every 90 days
Prerequisites
None
01

Match the check to the consequence

Low consequence: read for usefulness, internal consistency, and obvious mistakes.

Moderate consequence: compare against the supplied source, run examples or tests, and inspect edge cases.

High consequence: use current authoritative sources, independent review, domain expertise, and direct evidence from the real system.

02

Ask what the evidence actually proves

A citation proves only what its source supports. A passing unit test proves only the behavior covered by that test. A successful deployment proves only that deployment completed.

Before accepting a broad claim, list its smaller claims and attach the nearest practical evidence to each one.