Free AI shelf audit
How AI shopping assistants show your products
We ask your category’s real shopping questions on ChatGPT and Google AI Mode, three times a day, and record every product recommended, its position and its price. You get a short written audit of what we found.
What the audit shows
- How often your products appear on each assistant, with uncertainty ranges
- How often they are the first product recommended
- Which of your models never appear, and which discontinued ones still do
- Which competitor products take the first slot instead
- Prices shown on product cards that don’t match the retailer page
- The reasons assistants give for recommending or advising against you
See a sample audit (real data, brand and product names replaced).
How it works
- We confirm the products and questions with you by email
- We run the questions for about two weeks, from public assistant answers only
- You get the audit and a short call to walk through it if you want one
It is free and there is no obligation. We do not need access to any of your systems. We only measure what assistants show the public.