How the main platforms handle a catalog
Peec AI
Peec added AI Shopping Analytics on 17 June 2026 [2]. You paste your Shopify domain and it reads the public product feed, or you upload a CSV or a Google Merchant Center feed. Every product then gets its own row with visibility, win rate, position and the price the assistant quotes next to your catalog price [3]. Starter is $95 a month for 50 prompts on three models [4]. Peec measures and recommends; your team makes the changes in the store. It's the strongest pure measurement option for a catalog.
Swap Discovery (Vizby)
Swap Commerce bought Vizby in October 2026, and the app now runs as Swap Discovery [5]. It's Shopify-only. It runs buyer prompts, then acts: product JSON-LD, product and collection rewrites, FAQs, which you approve or let it apply [6]. Business is $79 a month on ChatGPT and Gemini, with Perplexity from the $249 Growth plan and Claude from the $499 Scale plan [7]. The pricing page has Business optimizing 20 products a month [7]; the App Store listing words it as 25 product audits [6]. Either way, a big catalog takes a while.
AthenaHQ
AthenaHQ's e-commerce page says it tracks visibility per product as well as per brand, writes product descriptions for AI and attributes purchases to AI referrals [8]. Starter is $295 a month for 3,600 credits across 11 models, and there's a free Essential plan with 300 credits [9]. The plan comparison lists a Shopify integration. I couldn't find on its pages whether the descriptions it writes go into the store for you, so ask on the demo.
Profound
I think Profound is the deepest brand-monitoring tool here. Its free trial runs 50 prompts a day for 7 days on ChatGPT, Gemini and Google AI Overviews, and ChatGPT Shopping tracking is on the custom-priced Enterprise plan [10]. It doesn't list a Shopify integration, so it tells a large brand how it shows up rather than touching the catalog. I compared it with ecentic in ecentic vs Profound.
Otterly
Otterly runs your prompts daily on ChatGPT, Google AI Overviews, Perplexity and Copilot from $29 a month for 15 prompts, and audits your pages the way AI crawlers see them [11]. It's built around brands and prompts, with no catalog import, so every product you want to watch costs prompts. More on that in ecentic vs Otterly.