Disclaimer

What this site's guides and snapshots are — and what they are not.

Guides are education, not guarantees

The guides explain how AI visibility works and what to check. They do not guarantee that any brand will be mentioned, ranked, or recommended by any AI assistant.

AI answers vary

The same question can get different answers from different models, sessions, and days. A snapshot records what the models said for a set of prompts at one point in time — it is a sample, not a complete picture of everything AI says about a brand.

Snapshots are not audits of everything

A free snapshot covers the key prompts in your niche. It is a starting picture, not a full report — full reports are what the paid audit services are for.

Affiliate links

Some links on this site earn a commission if you buy through them, at no extra cost to you. They are marked, and the full list is on the referral disclosure page.