Built for agentic commerce
AI agents are the new storefront. Make sure they can find — and sell — your products.
Shopping is moving into ChatGPT, Claude, Microsoft Copilot and Google Gemini — and these agents read structured product data to recommend and complete the sale. Agentic Attribute AI uses specialist AI tools to classify every product to the Shopify taxonomy and pull rich attributes from your images, so your catalogue is agent-ready. Nothing is written to your store until you approve it.
Built for Shopify Agentic Storefronts · Powered by specialist AI · Human-in-the-loop by design
Why it matters now
AI agents can't sell what they can't understand.
Shopping moved into the chat
Customers increasingly discover and buy inside ChatGPT, Claude, Copilot and Gemini — more than half of AI-referred sessions start on a product page, not your homepage.
Agents read data, not vibes
AI shopping agents rank and recommend from structured attributes and categories. Missing colour, material, size or taxonomy, and your products get skipped.
You can't tag fast enough
Hand-tagging thousands of SKUs to an agent-ready standard is slow, inconsistent and never finished — new arrivals reset the backlog.
How it works
Three steps to an agent-ready catalogue.
Scan.
Connect your store and the agent reads product titles, descriptions, options and imagery across your catalogue.
Classify & enrich.
Specialist AI classification maps each product to the Shopify Standard Product Taxonomy, and specialist vision AI reads your photos to fill the attributes AI agents look for — colour, material, pattern, fit and more.
Review & approve.
Every suggestion lands in a review queue with a confidence score. Approve, edit or reject in bulk. Only approved values are written back to Shopify and ready for your storefronts.
Agentic, not autonomous
AI proposes. You dispose.
Most AI taggers write straight to your live catalogue and hope you catch the mistakes. Agentic Attribute AI never does. Every category, attribute and tag is staged for your approval, with a confidence score and a full audit trail. Approve thousands at once, or scrutinise the low-confidence ones first. Your product data stays yours — accurate, complete and ready for the agents selling it.
See it work
Watch Agentic Attribute AI make a catalogue agent-ready.
What's inside
Everything you need to get catalogue-ready for AI agents.
Vision attribute extraction
Specialist vision AI reads your product photos for colour, material, pattern and fit — the attributes agents filter on.
Taxonomy classification
Accurate mapping to the Shopify Standard Product Taxonomy so agents categorise you correctly.
Human review gate
Nothing writes to your store without your approval.
Bulk actions
Approve, edit or reject across thousands of SKUs in one pass.
Confidence scoring
Sort and triage by how sure the model is.
Metafields & tags
Writes category, attributes, tags and metafields that agents and product feeds expect.
Audit trail
Every change logged and reversible.
Native Shopify app
Embedded admin app built on Remix; works alongside Shopify Agentic Storefronts.
The payoff
Get found, get recommended, get bought.
Structured, complete products are what AI shopping agents read to recommend and check out — and they keep your Google Merchant Center feeds and on-site search healthy too.
Built for
Fashion & FMCG brands with deep SKU counts · merchants switching on Shopify Agentic Storefronts · stores that want to be found and bought inside ChatGPT, Claude, Copilot and Gemini · agencies and ops teams without a full PIM.
Simple, volume-based pricing.
Free
Starter
Growth
Pro
Need more volume? One-off credit top-ups (100 · 500 · 2,000) never expire. Every plan's allowance works for categorisation or AI descriptions.
Questions
You ask, we answer.
No. Every suggestion is staged for your approval. Nothing is written to your store until you approve it.
Product titles, descriptions, options and images across your catalogue.
The Shopify Standard Product Taxonomy, with support for mapping to your own conventions.
Yes — category, attributes, tags and metafields.
AI shopping agents read structured product data — category, attributes and clear descriptions — to recommend and sell products. Agentic Attribute AI fills those fields accurately so your catalogue is ready for Shopify's Agentic Storefronts and the agents they sync to. We can't guarantee placement, but agents can't surface what they can't read.
Your product data is sent to our specialist AI providers only to generate suggestions and is not used to train models. Nothing is written without your approval, and every change is recorded in an audit trail.
Start free with 10 products. Paid plans run from $9/month, and one-off credit top-ups never expire — see pricing above.
Don't let AI agents skip your store.
Get your catalogue agent-ready — and approve every change.
View on the Shopify App Store