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Feedlegible vs AI visibility tools
AI visibility trackers — tools such as Profound, Peec AI, Otterly and Scrunch — tell you how AI assistants talk about your brand. Feedlegible works one level down: it makes the product data AI shopping agents read on your Shopify store complete and readable, fixes it in one click, and checks the fix landed. They answer different questions, and they work well together.
| AI visibility trackers | Feedlegible | |
|---|---|---|
| Main question it answers | How do AI assistants talk about my brand? | Can AI agents read, recommend and buy my products — and what do I fix? |
| What it looks at | Brand mentions, share of voice and sentiment across AI answers | Your Shopify catalog: product data, structured data, ratings, feeds, discovery files, crawler access and checkout — plus AI answers for your shoppers' questions |
| Fixes on your store | Recommendations, usually for content and PR | One-click fixes inside Shopify: product schema and real star ratings via a theme embed, titles and descriptions you review before applying |
| Checks the fix worked | Watch the mention trend | Re-audits confirm each fix is live, with AI share before and after |
| Per-product view | Varies by tool | Every product: can AI read it, can AI buy it, does AI name you |
| Built for | Brand and marketing teams across channels | Shopify merchants and the agencies that run their stores |
| Getting started | Varies by tool | Free audit in about a minute, free Shopify plan, no card |
The trackers column describes the category in general. Check each tool for what it offers today.
Choose a tracker when…
- You report on brand presence across AI assistants to a marketing team.
- You want sentiment and share of voice across many topics, not just products.
- You aren't selling through a Shopify store.
Choose Feedlegible when…
- You run a Shopify store and want AI agents to recommend and sell your products.
- You want to know which products AI can't read or buy, and fix them.
- You want fixes applied inside Shopify and checked, not a report to act on.
Questions
Is Feedlegible an alternative to AI visibility trackers?
It works alongside them. Trackers measure how AI assistants mention your brand. Feedlegible fixes the product data AI shopping agents read on your Shopify store and checks the fix landed. Many merchants will want both.
I already track AI mentions. What would Feedlegible add?
The reasons behind the numbers and the fixes for them: which products agents can't read or buy, which data is missing, one-click fixes inside Shopify, and which sites the assistants were reading when a competitor was named instead of you.
Does Feedlegible work for stores that aren't on Shopify?
The free audit works for any public online store. Fixes, product-level results and AI answer tracking are in the Shopify app.
Can Feedlegible show when AI crawlers visited my pages?
No Shopify app can: Shopify doesn't give apps your server logs. Feedlegible checks daily that AI crawlers can reach your pages and measures the visitors AI assistants send you.
See what AI agents see in your store
Free audit in about a minute. No card, no login.