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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

  • Trail Runner Pro

    €118

    cited84
  • Cloud Sneaker

    €95

    cited61
  • Urban Boot X

    €140

    missing38
Coming soon

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.

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Product feed ingestion

Google Merchant XML, CSV, TSV and the ChatGPT feed format. Sync your Shopify catalog into Citeme and keep it fresh.

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Shopping audit

Citeme runs shopping-style queries and detects whether your products are cited in the AI answers, and where.

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Per-product scoring

A citation score for each product, so you know which listings win in AI shopping and which need work.

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Accuracy check

Verifies that price, availability and attributes the AI reports actually match your feed, no hallucinated stock.

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Description rewriting

Agents rewrite product descriptions to be citable by shopping engines: clear specs, structured facts, comparison-ready.

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Shopify sync

Push optimized descriptions and schema back to Shopify, and re-audit to measure the lift on shopping queries.

On the roadmap

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

  • Trail Runner Pro

    €118

    cited84
  • Cloud Sneaker

    €95

    cited61
  • Urban Boot X

    €140

    missing38

4

feed formats

per-product

citation scoring

Shopify

sync (soon)

roadmap

in active build

How it works

  1. 1

    Sync your feed

    Connect Shopify or upload a product feed in any supported format.

  2. 2

    Audit shopping queries

    Citeme checks which products the engines recommend, and to whom.

  3. 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

Run your first GEO audit for free: your prompts, your competitors, real AI answers.

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