AI Readiness

AIR guides

Five practical lenses for reviewing what public information communicates about a business.

Think about the evidence behind the answer

The AIR guides help you review an answer from the AI system you already use. They cover Who You Are, What You Offer, Who You Help, Why You're Trusted and AI Information Access.

These are questions, not scored categories. They do not predict what every AI system will say and they are not instructions for chasing a particular answer.

Use them to distinguish evidence from inference, notice uncertainty or disagreement, and decide whether your genuine public information needs clarification.

The five AIR questions

Use these guides to think about whether your public information communicates clearly. They are lenses, not scored categories.

AI Readiness continues to evolve

AIR's chronological research record includes what worked, what failed and why Wayli stopped the scored experiment.

The full development story is published openly through AI Readiness Labs.

Explore AI Readiness Labs