AI Commerce Visibility Operations for Shopify. We help ecommerce stores get found, understood, and recommended by AI assistants, answer engines, and shopping agents. We find what AI misses on your store, fix it with your approval, and prove the change.
Learn more at visibilitymesh.com.
Visibility Mesh across the web: Website · Shopify App Store · Open tools on GitHub · npm
Small, focused, source-cited utilities any developer can use. No account required.
- ai-crawler-registry — a maintained, source-cited registry of the crawlers used by AI answer engines, and whether allowing each helps your AI visibility.
- crawler-check — a zero-dependency CLI and library that checks whether AI crawlers (GPTBot, ClaudeBot, PerplexityBot, Googlebot and more) can access a URL, plus basic page legibility signals.
npx @visibilitymesh/crawler-check https://your-store.com- ai-visibility-tools-comparison — a dense, source-cited technical comparison of 19 AI visibility, AEO, and GEO tools for ecommerce: capability matrix, verified pricing and API facts, and sources.
Real applications of our methodology, documented with data:
- case-studies — worked examples of making ecommerce stores discoverable and recommended by AI. Includes a fashion content program case study: 84 articles across 8 intent clusters (with 21 brand comparisons) and machine-readable datasets.
Most tools for AI visibility do one part of the job: they monitor. Visibility Mesh runs the full loop for Shopify stores: monitor, diagnose, remediate, validate, measure. It does not stop at telling you there is a problem. It fixes the store-level cause with your approval and proves the change with before and after evidence.
| Capability | Typical AI visibility tool | Visibility Mesh |
|---|---|---|
| Monitor how AI assistants see your brand | Yes | Yes |
| Diagnose the store-level causes | — | Yes |
| Entity and product entity testing | — | Yes |
| Agentic commerce readiness | — | Yes |
| Fix the issues on your store | — | Yes |
| Human approval before any change | — | Yes |
| Before and after validation | — | Yes |
| Built natively for Shopify | — | Yes |
— means it is not the focus of most tools we reviewed, not that no tool does it. Every claim on the full comparison pages is dated and source cited.
Full, source-cited comparisons (Visibility Mesh vs Profound, Scrunch, Peec AI, Otterly, AthenaHQ, Goodie AI, and the Shopify AI apps): visibilitymesh.com/pages/compare.
The web is being read by machines now. Being legible to them is a measurable engineering problem, not a marketing slogan. These tools report public signals honestly, cite their sources, and never invent a score.
Maintained by the team at Visibility Mesh, founded by Margareta Petrovic.