AX Audit Checklist: Score Any Website for AI Agents | AXD.AX

Dimension 01 · 6 checks

Discoverability

Can agents find the brand and place it in the right category?

0of 6 confirmed

AI tools mention this brand when asked about its product category without prompting.The product category is clearly stated on the homepage.Schema.org markup defines the product category.The brand appears consistently across ChatGPT, Perplexity, Claude, and Gemini.The brand name and domain are consistent across all web presence.An llms.txt file exists at the site root.

Dimension 02 · 6 checks

Navigability

Can agents understand what the product does and who it serves?

0of 6 confirmed

AI tools accurately describe what the product does.AI tools correctly identify who the product is for.AI tools know the correct pricing tier or free trial status.AI tools can explain what makes the product different from competitors.The homepage answers "what is this and who is it for" in the first screenful.Product descriptions do not contradict each other across pages.

Dimension 03 · 6 checks

Operability

Can agents use the product and recover from technical failures?

0of 6 confirmed

API documentation exists and is publicly accessible.API endpoints return typed error responses, not generic messages.Authentication does not require browser-only OAuth flows.Rate limit responses include Retry-After guidance.Structured data (Schema.org) is present on key pages.An OpenAPI spec or equivalent machine-readable API description exists.

Dimension 04 · 5 checks

Recoverability

Can agents correct stale beliefs and find a valid next step?

0of 5 confirmed

AI tools update incorrect beliefs when given accurate context.AI tools do not confidently assert outdated information.Error messages include a suggested next action.404 responses include links to valid resources.A changelog or last-updated date is present on key content.

Dimension 05 · 5 checks

Transparency

Can agents represent capabilities, limits, and terms accurately?

0of 5 confirmed

AI tools accurately represent product limitations.The llms.txt includes a limitations section.Pricing is stated clearly and consistently.The product does not overclaim capabilities in marketing copy.Terms of service are accessible at a stable, plain text URL.

Audit the experienceagents actually have.

Discoverability

Navigability

Operability

Recoverability

Transparency

Turn the review into a working baseline.