Get your products cited in AI shopping
Shopping queries are moving to AI. Citeme ingests your product feed, checks which products get recommended, and optimizes descriptions so the engines surface your catalog, not your competitors.
- No credit card
- Results in seconds
- 5 AI engines covered
Shopping audit
- cited84
Trail Runner Pro
€118
- cited61
Cloud Sneaker
€95
- missing38
Urban Boot X
€140
GEO for your catalog
When a buyer asks an AI "best running shoes under €120", you want your products in that answer. The e-commerce module brings the full Citeme loop, audit, optimize, monitor, to your product catalog.
Product feed ingestion
Google Merchant XML, CSV, TSV and the ChatGPT feed format. Sync your Shopify catalog into Citeme and keep it fresh.
Shopping audit
Citeme runs shopping-style queries and detects whether your products are cited in the AI answers, and where.
Per-product scoring
A citation score for each product, so you know which listings win in AI shopping and which need work.
Accuracy check
Verifies that price, availability and attributes the AI reports actually match your feed, no hallucinated stock.
Description rewriting
Agents rewrite product descriptions to be citable by shopping engines: clear specs, structured facts, comparison-ready.
Shopify sync
Push optimized descriptions and schema back to Shopify, and re-audit to measure the lift on shopping queries.
The shopping answer is the new shelf
AI assistants are becoming the storefront: buyers ask for recommendations and get a shortlist, not a search page. If your products are not in that shortlist, the sale happens somewhere else.
The e-commerce module is in active development. It reuses everything Citeme already does, audit, GEO Score, agents, monitoring, and applies it to your catalog: which products are cited, why competitors win, and how to fix each listing.
- Feeds: Google Merchant, CSV, TSV, ChatGPT
- Shopping audit on buyer-style queries
- Per-product citation scoring
- Price & availability accuracy checks
- Shopify push-back and re-audit
Shopping audit
- cited84
Trail Runner Pro
€118
- cited61
Cloud Sneaker
€95
- missing38
Urban Boot X
€140
4
feed formats
per-product
citation scoring
Shopify
sync (soon)
roadmap
in active build
How it works
- 1
Sync your feed
Connect Shopify or upload a product feed in any supported format.
- 2
Audit shopping queries
Citeme checks which products the engines recommend, and to whom.
- 3
Optimize & re-audit
Agents rewrite listings; push to Shopify and measure the lift.
Good to know
Is the e-commerce module available now?
It is in active development. The product-feed ingestion and shopping audit are the first pieces landing; join via a demo to get early access.
Which feed formats are supported?
Google Merchant XML, CSV, TSV and the ChatGPT feed format, normalized into a single product model with variants.
Does it work outside Shopify?
The audit and scoring work from any product feed. Native push-back is built for Shopify first, with more platforms to follow.
All features
See it on your own market
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