Make AI agents choose your store
ChatGPT, Gemini, and Claude now recommend products to millions of shoppers, but only the ones they can actually understand. Pollen reads your catalog like a human, publishes it to every AI surface, and gives your store its own agent endpoint, hosted by Pollen.
Free instant check, no signup. We read the machine-readable signals AI agents rely on. Connected stores get a living, shareable scorecard: see a live one.
Three ways to plug in
On your store platform, or straight into your AI assistant - your choice.
Shopify
Install the app. Pollen enriches your catalog and publishes to every agent surface from one dashboard.
- One-click install
- Enrich + publish + score
WooCommerce
Connect your store in a click and add the plugin. The same engine, as a standalone dashboard - no Shopify needed.
- Managed Google Merchant Center
- Schema.org + llms.txt on your domain
Connect your AI agent
Point Claude, ChatGPT, Cursor, or a Gemini-CLI agent - any model - at your Pollen endpoint and run your store in plain language.
- Works with any MCP client
- “Enrich everything.” “What's missing?” “Publish to Google.”
What Pollen actually does
Read the product. Publish everywhere. Never touch your storefront.
Reads your products like a human
Multimodal AI looks at your photos, not just your text - pulling out color, fit, material, and the specific facts agents ask about, informed by what wins across the network.
Gives your store its own agent endpoint
Onboarding gives you a dedicated, Pollen-hosted MCP endpoint - …/mcp/store/yourstore.com - that shopping agents query directly. Plus every feed: Google & Gemini, ChatGPT (ACP), Schema.org, llms.txt.
Never rewrites your store
Your titles, descriptions, and design stay exactly as you wrote them. Pollen writes agent-facing data to a separate layer - shoppers see your copy, agents see the depth.
Already on Shopify? You still want Pollen.
Because now you can point your own Claude or ChatGPT at your store and run it in plain English - enrich the catalog, find what's missing, publish to Google - plus the enrichment depth platforms don't do. Your agent, your store, one endpoint.
https://pollen.elytron.in/mcp
→ approve the popup. Done.
Start free. Pay when it's working.
Your readiness score is always free. Enrichment and publishing are the paid part.
- Agent-readiness score + breakdown
- Protocol audit (ACP, Schema.org)
- Missing-attribute detection
- Your entire catalog, scored
- 20 real shopper questions asked to Claude and Gemini
- Cited or not, per question, with evidence
- Every product ranked, worst first
- The missing attributes agents ask for, per product
- Catalog-level fix plan
- Everything in Free + the Deep Audit report
- Multimodal AI enrichment + write-back
- One-click fixes (SEO, tags, alt text)
- Schema.org + llms.txt + MCP endpoint + ACP feed
- AI-visit analytics (crawl vs retrieve)
- Up to 500 products
- Everything in Monitor
- Managed Google Merchant Center (Gemini / AI Mode)
- Managed Meta catalog
- Auto-enrich on product update
- Priority queue
- Up to 2,000 products