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Commerce

Get your products into AI shopping answers.

Track how your products appear in ChatGPT Shopping, Google AI Mode, Perplexity and Amazon Rufus: which products are shown, at what price, next to whom, and why.

app.ahoylighthouse.com/commerce
Commerce in the Lighthouse app, showing the sample brand Ridgeline Outfitters

Sample data for Ridgeline Outfitters, a fictional brand.

How do AI shopping assistants choose products?

AI shopping assistants pick products from merchant feeds, retailer listings, reviews and editorial roundups, then explain the pick with specs and price. Lighthouse tracks which of your products appear for shopping prompts, the claims and prices shown, the retailers linked, and the gaps in your product data that keep you out.

4shopping engines trackedChatGPTAI ModePerplexityRufus

What can you do with Commerce?

Products in answers

Which SKUs appear for which shopping prompts, on which engine, and in what position.

Price and claims

The price, specs and review quotes the engines show, checked against your catalog.

Retailer coverage

Which retailers the engines link to for your products: your store, REI, Amazon or a rival listing.

Feed and schema gaps

Missing attributes, schema and reviews that keep products out of comparison answers.

Measured, not modeled

Every number opens to the answers behind it.

Every answer collected from the engine’s own logged-out page in a real browser, stored with its sources and a screenshot, and never estimated from a panel.

Read the methodology

Questions people ask

Do you support Shopify?

Yes. Connect Shopify to pull your catalog, and Lighthouse matches products in answers to your SKUs.

Does Lighthouse track Amazon Rufus?

Yes, for product and category prompts on Amazon.