AI shopping visibility platform

See how your products appear in AI shopping answers

Track answers to shopping questions around your buyers and priority products. Compare the brands, products and sources that appear, then use the findings to guide product-data improvements.

Published 2026-08-15. Last reviewed 2026-08-15. See the methodology and editorial policy.

Start with your buyers and priority products

Choose the categories and shopping questions you want to follow. Paz records the answers so you can compare product appearances, examine competitors and decide where to investigate.

What Paz.ai measures

For each configured query and engine, Paz records product cards, product mentions, brand mentions and source citations, alongside position, found rate and trends.

Product card

A structured product result the engine renders, such as an image, price, merchant, and link where the engine provides them.

Product mention

A natural-language reference to a merchant product in the response without a structured card.

Brand mention

A reference to the merchant brand in the response without a specific product.

Source citation

An outbound URL the engine cites as a source for the response.

Paz records brand mentions and source citations separately. Read the methodology page for reporting definitions and how found rate is calculated.

Which AI engines Paz.ai monitors

  • Google AI Mode: monitored with per-engine appearance counts, found rate, position, and trends.
  • ChatGPT: monitored with per-engine appearance counts, found rate, position, and trends.
  • Perplexity: monitored with per-engine appearance counts, found rate, position, and trends.
  • Google AI Overviews: captured and displayed with a tri-state outcome (present, not shown, failed). Diagnostic in Shopping Visibility and reported separately.

Monitoring follows the schedule configured for the agreed work. Review the reporting period and data freshness alongside each result.

Read the answers behind the result

Review query results and the types of appearances recorded for each answer.

Paz.ai shopping visibility dashboard showing query results and appearance classification
Paz.ai product tracking view showing the four appearance types

Turn a finding into product work

Use a visibility finding to decide what to investigate next. Compare the cited information with your catalog and check whether shoppers have the details they need to choose.

Review proposed product updates, choose the publishing destination and follow the results in later checks.

Workflow coverage by plan

AI visibility, product information, catalog-related channel corrections and recurring commercial-performance investigations are part of the managed service, which covers one brand and one primary storefront. Connections and actions are confirmed for the selected work. See plans and pricing for commercial terms.

See public pricing for current plan details.

Frequently asked questions

What is an AI shopping visibility platform?+
An AI shopping visibility platform monitors how a merchant appears in AI shopping answers for configured shopper queries, classifies the appearances, and tracks changes over time. Paz.ai is one such platform for commerce teams, monitoring Google AI Mode, ChatGPT, Perplexity, and Google AI Overviews.
Which AI engines does Paz.ai monitor?+
Paz monitors Google AI Mode, ChatGPT, Perplexity, and Google AI Overviews. Google AI Overviews is diagnostic and reported separately from the three primary per-engine visibility reports.
How often does Paz.ai monitor?+
Monitoring follows the schedule configured for the agreed work. Review the reporting period and data freshness alongside each result.
How does Paz.ai help teams improve AI shopping visibility?+
Choose questions around your buyers and priority products. Paz helps you investigate the answers and prepare product-data improvements for review. Each AI platform determines what it shows.
Next steps

Choose your next step

Start with a product-level readiness check, explore other ecommerce workflows or compare plans.

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