Cassian AI™ · AI Product Feeds

Your products are invisible to AI shopping agents.

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

The shift

SEO got you found on Google.
AI feeds get you found by AI.

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.

One catalog. Four feeds. Zero manual work.

OpenAI Product Search

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.

Google Shopping XML

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.

Microsoft UCP Manifest

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.

llms.txt

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

Live in 3 minutes. Updated every day.

1

Connect your store

Link your Shopify, WooCommerce, or BigCommerce store. Cassian pulls your full product catalog via the platform API — no CSV uploads, no manual mapping.

2

Feeds generate automatically

Cassian normalizes every product into a canonical format and generates all four feed types. Products, variants, images, pricing, availability, GTINs — everything included.

3

Submit your feed URLs

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

Every field AI agents need to recommend confidently.

Product title & description
Product URL (direct link)
Primary + additional images
Price & sale price
Availability (in stock / out / pre-order)
Brand / vendor
SKU
GTIN / barcode
Variant-level data (color, size, weight)
Product type / category
Item group ID (variant grouping)
Seller metadata & eligibility signalsOpenAI only

Platform support

Your platform. Your catalog. Same feeds.

Shopify

Live

GraphQL Admin API. Full catalog with metafields, variant options, and multi-currency pricing.

WooCommerce

Live

REST API V3 via Application Passwords. Products, variations, and custom attributes.

BigCommerce

Live

REST V3 Admin API. Catalog, variants, custom fields, and channel-specific pricing.

With Cassian™ AI Feeds

  • “Find me a merino scarf under $80” — ChatGPT recommends your product
  • Google AI Overviews includes your product card with pricing
  • Copilot links directly to your product page
  • Feeds update automatically — new products appear within 24 hours
  • Variant data (color, size) helps agents match specific queries

Without AI feeds

  • AI agents can't see your products — no structured data to read
  • Competitors with feeds get the recommendation instead
  • You miss the fastest-growing discovery channel in ecommerce
  • Manual feed creation is technical, error-prone, and never updated
  • No variant data means generic or missing results

Always current

A stale feed is worse than no feed.

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

Analyst

$49/mo

Up to 5,000 products

  • 4 feed formats
  • Daily regeneration
  • 1 site included
Compare plans

Protector

$129/mo

Up to 25,000 products

  • Everything in Analyst
  • Daily + post-scan refresh
  • Multi-channel alerts
Get started

Agency

$99/mo + per site

Up to Per-site tier limits

  • Feeds per client site
  • White-label portal
  • Multi-store management
Compare plans

Frequently asked questions

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The next SEO is already here.

AI agents are recommending products right now. Yours should be in the feed.

Analyst plan from $49/mo · All 4 feed formats · Updated daily