Cassian AI™ · AI Product Feeds
ChatGPT recommends products now. So does Google AI. So does Copilot. If your catalog isn't in their feeds, you don't exist. Cassian™ generates and hosts the feeds automatically.
Works with Shopify · WooCommerce · BigCommerce
1{"id":"gid://shopify/Product/8012","title":"Merino Wool Scarf",2 "url":"https://store.com/products/merino-scarf",3 "price":{"amount":"75.00","currency":"USD"},4 "sale_price":{"amount":"59.00","currency":"USD"},5 "availability":"in_stock",6 "brand":"Nordic Essentials",7 "gtin":"0012345678905",8 "images":["https://cdn.store.com/scarf-navy.jpg"],9 "options":{"color":"Navy","material":"Merino Wool"},10 "is_eligible_search":true,"is_eligible_checkout":false}The shift
In 2024, people typed queries into search engines. In 2026, they ask AI assistants to find products for them. “Find me a merino wool scarf under $80” goes to ChatGPT, not Google.
These AI agents don't crawl your site the way Google does. They read structured product feeds — purpose-built data files that describe your catalog in a format LLMs understand. No feed, no recommendation. It's that simple.
This is the new distribution channel. And most stores haven't even started.
Millions
of daily AI shopping queries
4
feed formats Cassian generates
Early
most stores haven’t started
Four formats. Every major AI platform.
JSONL.gz · ChatGPT Shopping
Compressed JSON Lines with full variant data, eligibility signals, and seller metadata. The format ChatGPT uses to recommend products in conversation.
RSS 2.0 + g: namespace · AI Overviews & Shopping Graph
Standard Google Merchant feed with product group IDs, variant attributes, and availability signals. Powers AI Overviews product cards and Shopping Graph.
JSON · Copilot Commerce
Discovery manifest for Microsoft’s Copilot shopping experiences. Describes your store, catalog size, and links to your other feeds so AI agents know where to find your products.
Markdown · Universal LLM Discovery
The robots.txt for AI. A markdown file that describes your store, catalog, and policies in a format any LLM can parse naturally. Place at your domain root.
How it works
Link your Shopify, WooCommerce, or BigCommerce store. Cassian pulls your full product catalog via the platform API — no CSV uploads, no manual mapping.
Cassian normalizes every product into a canonical format and generates all four feed types. Products, variants, images, pricing, availability, GTINs — everything included.
Copy your unique feed URLs from the dashboard and submit them to each AI platform. Place llms.txt at your domain root. AI agents start discovering and recommending your products.
What's in each feed
Platform support
GraphQL Admin API. Full catalog with metafields, variant options, and multi-currency pricing.
REST API V3 via Application Passwords. Products, variations, and custom attributes.
REST V3 Admin API. Catalog, variants, custom fields, and channel-specific pricing.
With Cassian™ AI Feeds
Without AI feeds
Always current
AI agents that recommend out-of-stock products or wrong prices erode trust — for the agent and for your store. Cassian regenerates every feed daily at 4 AM UTC and again after every scan. Prices change? Feeds update. New products? Included automatically. Sold out? Removed within hours.
4 AM
daily auto-regeneration
Post-scan
refresh after every check
< 1 hr
CDN propagation time
Plan access
Protector
$129/mo
Up to 25,000 products
Agency
$99/mo + per site
Up to Per-site tier limits
Cassian Sentinel™
24/7 uptime monitoring with instant alerts.
Order Pulse
Alerts when orders stop or drop unexpectedly.
Pricing Pulse
Catches price errors and unexpected changes.
Translation Monitor
Continuous accuracy checks across every locale.
Link & Media Health
Finds broken links and missing images automatically.
Page Speed & Core Web Vitals
Daily Lighthouse scores and performance trends.
SEO Health
23 checks on every page, every scan.
AI agents are recommending products right now. Yours should be in the feed.
Analyst plan from $49/mo · All 4 feed formats · Updated daily
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