By Pratik Poddar, developer of Botfound · Updated 10 November 2026
Apps sold for "AI visibility" do one of four jobs. Trackers ask assistants questions and report whether your store is named. Content generators write descriptions, FAQs and blog posts with AI. Feed apps send product feeds to channels. Catalog fixers like Botfound find and fix gaps in the structured product data agents read. Decide which job you need before comparing prices.
| Kind | What it does | Good for | Watch out for |
|---|---|---|---|
| Visibility trackers | Ask AI assistants shopper questions on a schedule and report mentions | Measuring change over time | Answers vary run to run; reporting alone changes nothing in your store |
| AI content generators | Write descriptions, FAQs, schema or blog posts | Thin or supplier-copied descriptions | Review facts; generated claims can be wrong |
| Feed apps | Build product feeds for channels such as Google Merchant Center | Channels that need a feed | Shopify Catalog channels already read your Shopify data |
| Catalog fixers (Botfound) | Score structured product data and fix gaps in bulk | Missing categories, attributes, alt text, product types | Doesn't write descriptions or track AI mentions |
Start with the free checks: ask an assistant the questions your customers ask, and look at your best sellers' category, attributes, description and stock. If the data has gaps, fix the data first; a tracker will only report the same gap more often. If your descriptions are thin, a content tool helps. If you sell through Google, keep your Merchant Center feed healthy.
Botfound is rules-based. It doesn't use AI to write content and doesn't ask ChatGPT about you. It checks every product for the structured fields agents rely on, fixes categories, category attributes, product types and alt text in bulk with preview and undo, and tests your store's own agent search. Pair it with a content tool if your descriptions need rewriting.
No. Each AI channel decides what to show, and Shopify says inclusion in Shopify Catalog doesn't guarantee a placement. Be wary of any tool that promises one.
Shopify already serves agents.md, llms.txt and a UCP profile for your store, so you don't need an app to create them.
Want to see where your store stands first? The free Botfound check scores your 50 newest public products and your discovery files in about 10 seconds, with no install and no sign-up. Botfound is on the Shopify App Store: free for your first 100 products; Pro is US$19/month with a 7-day free trial.
Botfound by Tinkerer (Pratik Poddar) · 76, Vrindavan Vihar, Ajmer Road, Jaipur, Rajasthan 302019, India · pratik.phodu@gmail.com
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