Free plugin for WooCommerce stores

Is ChatGPT putting your products on the shelf?

Shoppers now ask AI assistants what to buy. CitedShelf is a free WooCommerce plugin that shows whether ChatGPT, Gemini and Perplexity recommend your products, who they pick instead, and fixes the product data that keeps you off the list.

Free and open source. Listing on WordPress.org is in review.

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Example answerTracked weekly in ChatGPT · Gemini · Perplexity
Tracks ChatGPT · Gemini · Perplexity Runs inside WordPress + WooCommerce Works with any product feed plugin Your data never passes through us

Questions shoppers ask AI assistants every day

best waterproof hiking boots under $150gift for a coffee lover who has everythingvegan leather wallet that lastsnon-toxic cookware for a small kitchenrunning shoes for flat feethandmade ceramic mugs onlineorganic baby clothes that are actually softbest travel backpack for carry-on onlyeco-friendly yoga mat that doesn't slipwhere to buy natural skincare for sensitive skin
3AI assistants tracked: ChatGPT, Gemini and Perplexity
10product data checks behind every 0–100 score
25shopper questions tracked every week, free
$0to start. Free forever plan, open source

How it works

Score your catalog, see your share of AI answers, fix what's weak

AI assistants recommend products whose data they can trust: a clear title, a brand, a barcode, a real description, a price and a photo. Most small stores miss two or three of these on half their products.

Step 1 · Free

Scan every product for AI shopping readiness

A 0–100 readiness score for each product and for the whole store, with the issues that cost you most listed first and plain instructions to fix them.

  • Brand, GTIN, images, price, description, variations
  • Store checks: HTTPS, returns and privacy pages, shipping, indexing
  • Runs on your own server; nothing is sent anywhere
CitedShelf dashboard showing a store readiness score of 58 out of 100, the share of AI answers mentioning the store, and the issues to fix first
Step 2

Track whether ChatGPT, Gemini and Perplexity recommend you

Add the questions your customers ask. Every Monday CitedShelf asks each assistant with web search on, and shows whether your store, brand or products appear, at what position, and which sites were cited instead.

  • Share of AI answers that mention you, week by week
  • The full answer and its sources for every question
  • A short report in your inbox each Monday
AI visibility results showing Yes, position 2 in ChatGPT, Gemini and Perplexity answers, with a weekly trend chart
Step 3

Fix weak products with one click

AI rewrites titles and descriptions, finds the brand and adds useful attributes, using only facts already in your product data. You compare old and new side by side, keep what you like, and can undo.

  • Never invents specs, sizes or barcodes
  • Never overwrites your existing attributes
  • Tells you which facts only you can add
Product list with an AI suggestion shown side by side with the current title, description and brand

Free AI shopping readiness checker

Check one product against AI shopping rules

This is the same scoring the plugin runs on your whole catalog. Edit the example or paste your own product. Nothing you type leaves this page.

0
out of 100

    Your connections, your data

    No middleman between your store and the assistants

    Connect once in WordPress

    On WordPress 7.0 and later, CitedShelf uses the AI providers you connect under Settings → Connectors. For Perplexity or older WordPress, add a key in CitedShelf. You pay the provider directly, usually a few cents a week.

    Stored encrypted

    Keys added in CitedShelf are encrypted in your WordPress database and are only ever sent to the provider they belong to.

    Opt in first

    Nothing leaves your site until you tick the consent box. Customer and order data is never sent, to anyone. CitedShelf runs no server and receives no data.

    Pricing

    Free to start

    CitedShelf

    $0 free forever

    • Readiness scan for every product
    • Visibility tracking for up to 25 questions
    • One-click product improvement with undo
    • Weekly email report
    Get the free plugin
    Planned

    CitedShelf Pro

    For stores and agencies that want more without managing their own AI connections.

    • No API keys needed
    • Competitor tracking over time
    • Bulk improvement across the catalog
    • White-label reports for agencies
    Ask to be notified

    FAQ

    Questions store owners ask

    What is CitedShelf?

    CitedShelf is a free WordPress plugin for WooCommerce stores. It scores every product for AI shopping readiness, tracks whether ChatGPT, Gemini and Perplexity recommend your store, and rewrites weak product data with AI so assistants can understand and trust it.

    How do I get my WooCommerce products recommended by ChatGPT?

    Make sure assistants can find and trust your products: let AI search crawlers such as OAI-SearchBot read your site, give every product a clear title, a brand, a GTIN barcode where one exists, a real description, a price, stock status and a photo, and keep product structured data on your pages. Then measure whether you appear for the questions your customers ask. CitedShelf does the scoring, the fixes and the measuring inside WordPress.

    Is CitedShelf free?

    Yes. The plugin is free and open source (GPLv2 or later). AI features use AI providers you connect yourself, so you pay the provider directly, usually a few cents a week for a small store.

    Does CitedShelf put my products into ChatGPT shopping?

    No. Product feeds are submitted to each platform separately, for example through ChatGPT's merchant tools or a product feed plugin. CitedShelf makes the product data in those feeds strong and measures whether assistants actually recommend you.

    Which AI assistants does CitedShelf track?

    ChatGPT (OpenAI), Gemini (Google) and Perplexity. Each tracked question is asked with live web search turned on, and CitedShelf records whether your store, brand or products appear, their position in the answer and which sites were cited.

    What is GEO, and how is it different from SEO?

    GEO (generative engine optimization) is the work of getting your brand and products mentioned in answers written by AI assistants. SEO aims for a position in a list of links; GEO aims to be named and cited inside the answer. Both depend on clear, crawlable, trustworthy content, and GEO adds complete product data, structured data and mentions on sites that assistants cite.

    What is AEO?

    AEO (answer engine optimization) means structuring content so that search engines and assistants can lift a direct answer from it: a clear question, a short answer first, then detail. CitedShelf's guides and product suggestions follow this pattern.

    Will the AI change my products without asking?

    Never. Suggestions appear side by side with your current text. Only the fields you tick are saved, existing attributes are never overwritten, and you can undo the last change.

    Does CitedShelf send customer or order data anywhere?

    No. The readiness scan runs entirely on your server. AI features only start after you opt in, and they send only your tracked questions and the product data you choose to improve, directly to the AI provider you connected. CitedShelf itself runs no server and receives no data.

    Do I need an API key?

    Not for the readiness scan. For AI features on WordPress 7.0 or later, connect OpenAI or Google once under Settings → Connectors and CitedShelf uses that connection. Perplexity, or older WordPress versions, need a key added in CitedShelf's settings.

    Are the visibility results exactly what shoppers see?

    No tool can promise that. CitedShelf asks each provider's API with web search on, which is close to what shoppers see, but answers vary between runs and between the API and the app. Watch the trend over several weeks rather than a single result.

    Which WordPress and WooCommerce versions are supported?

    WordPress 6.4 or newer, WooCommerce 8.0 or newer and PHP 7.4 or newer. It is compatible with WooCommerce High-Performance Order Storage and works alongside any product feed plugin.