What Is an AI Recommendation Audit?

WHITO GLOSSARY · MEASURED DEFINITIONS

Checking the businesses AI engines recommend against official registers. It catches decay: of 16 AI-recommended UK firms whose companies were dissolved or in liquidation, 7 were named again when the same engine was asked again.

The number: Dissolved Companies Still Recommended by AI.

What it means in practice

Engines do not retract. A recommendation earned once can outlive the business it names, which is why auditing the answers matters more than admiring them.

Run the questions buyers actually ask, log every name, and check each one against the register that governs it. Publish what you find; the gap is the story.

Whito stage: Any stage. Use it before you sign anything.

The numbers to hold onto

Where to go next

Related: AI-invisible business, Answer engine optimisation (AEO), Generative engine optimisation (GEO)

All terms · The files behind the numbers