AI Search Visibility for Ecommerce Brands: GEO and AEO Tool Reviews
Short reviews of the GEO and AEO tools we trial for online stores, with our verdict on each and the exact checks we run in a trial week before a client signs.
Store owners rarely ask us which AI visibility tool is best in general. They ask whether a specific tool is worth the trial they just signed up for. So this post is written the way we actually assess tools for ecommerce clients: one short review per tool, a verdict, and the checks we run during the trial week. We already published the stack we run on ecommerce retainers in our ecommerce GEO and AEO stack post. This one is narrower: what each tool is like to evaluate, and where it stops.
Prices and limits for every vendor other than Promptwatch come from the tool catalog we maintain for our review work. Anything that catalog does not cover, we leave out.
Before any trial: the 15-prompt test sheet
Every tool below gets the same input. We write 15 prompts a shopper would type, split between category questions ("best cast iron skillet for induction"), constraint questions ("dishwasher-safe chef's knife under 100 dollars"), and two that name a competitor product. We add three competitor brands and pick five hero SKUs. Then we run five of the prompts by hand in ChatGPT on day one and note who got named, which URL got cited, and whether a shopping card appeared.
That hand check is the control. Any tool whose output disagrees with it on day one gets a harder look for the rest of the week.
Promptwatch
Our verdict: the platform we run ecommerce programs on, because it is the only one in this list that covers the assistant answers, the crawler fetches, and the AI-referred sessions in one workspace. Promptwatch monitors the real ChatGPT, Perplexity, Gemini, and Google AI Overviews interfaces, and its ChatGPT Shopping tracking and Ads Radar cover the commerce surfaces inside ChatGPT that a general mention tracker misses.
In the trial week we check four things. First, whether the citation analytics name the same URLs our hand check did, and whether they split PDP, collection page, marketplace, and third-party review. Second, whether visitor analytics (script or GTM template) records AI-referred sessions on the store and the conversions we tag on them. Third, whether the prompt trends view shows what changed between checks for one hero SKU. Fourth, on the plans that include it, whether ChatGPT Shopping tracking picks up the products we saw in shopping cards.
Where it stops: ChatGPT Shopping tracking and Ads Radar are not on Essential ($95 a month, 7-day trial). They start on Professional at $245 a month, which also adds 25M crawler logs, and are on the agency plans. Kick-off at $199 a month also has a 7-day trial, which is how we test Shopping tracking for a store before quoting Professional. Content Agents publish to Webflow and Framer, with WordPress listed as coming soon, so Shopify stores do not get one-click publishing from it today.
Ranketta
Our verdict: a SKU loop for merchandising teams, worth it when someone will actually work title and attribute changes. Store Tracker is €29 a month for 2 AI models, 30 prompts per model, and one country, with a 7-day trial. Product data enrichment (titles, descriptions, attributes, with a confidence score) starts on Store Starter at €79.
In the trial we check whether the product-level visibility matches our hand check for the five hero SKUs, and whether the enrichment suggestions are something the merchandiser would ship without rewriting. Note the price confusion in our catalog: compare pages quote €89 to €249 while checkout starts at €29, so confirm the exact plan in writing before the client's card goes in.
Where it stops: Claude, Copilot, Grok, and Alexa are premium add-ons. It logs AI bot visits through Cloudflare, but the catalog records no Promptwatch-class crawler-log quota, visitor conversions, or Webflow and Framer publishing.
Wildcard
Our verdict: the most Shopify-native option here, from $99 a month on Basic (10 actions, 50 prompts, 20 products, weekly refresh, Shopify publishing). It tracks ChatGPT, Gemini, Google AI Overviews, Perplexity, and Claude, plus Walmart Sparky and Alexa+ Shopping, with Amazon Rufus in beta, and lists revenue attribution for AI referral sessions, add-to-carts, checkouts, and revenue.
In the trial we check whether 20 products is enough to cover the hero SKUs and their variants, and whether a weekly refresh is acceptable for the client's promotion calendar. We also read the drafts its Actions produce (PDP optimization, collection pages, schema) before anything is published to the store.
Where it stops: API, data export, and advanced reporting are Enterprise only. It is built for commerce, so a brand that also sells B2B gets nothing for those prompts. The catalog records no AI crawler logs.
AthenaHQ
Our verdict: a strong action workflow with Shopify revenue attribution listed, best for a single-market store with a team that will work its task queue. Starter is $295 a month ($245 annual), nine engines, one country. The free Essential tier has roughly 300 credits and works as a trial.
In the trial we watch credit burn above everything else. Each AI response costs a credit, and G2 reviewers report using a month of credits in the first week. We load the 15 prompts on a narrow engine set first and see how many days of credits that uses.
Where it stops: personas and multi-region are Enterprise, reported at around $2,000 a month or more. The catalog lists no Reddit monitoring and no crawler analytics.
Scrunch AI
Our verdict: interesting for large catalogs because its Agent Experience Platform serves AI-optimized page variants to crawlers without changing the human-facing PDP. From $250 a month annual ($300 monthly), with a 7-day no-card trial.
In the trial we check whether the client's engineering team can realistically set up the CDN or edge worker the serving layer needs, and whether the weekly refresh fits their reporting.
Where it stops: weak reporting is the top G2 complaint, prompt credits are consumed per engine, and Sitecore acquired it in June 2026.
Profound
Our verdict: not where we start a store. Starter at $99 a month (annual) is ChatGPT only with 50 prompts. Growth at $399 a month (annual) covers three engines and 100 prompts with a 7-day trial. The product people mean is Enterprise, starting around $40k a year and sold as marketing agents.
In the trial we compare its citation counts against our hand check, because G2 reviewers report counts that do not match manual ChatGPT checks.
Otterly.AI and Peec AI
Otterly.AI is the cheapest first look at $29 a month for 15 prompts, with a no-card trial and Perplexity and Google AI Overviews in its base engines. For a store, the limits are data that can be up to seven days stale and no traffic or revenue attribution.
Peec AI is a polished tracker at $95 a month for 50 prompts, 1 project, and 3 models, with extra models at $35 to $165 a month each. There is no historical backfill, and it does not cover what happens after a SKU misses an answer.
What we tell store owners after the trial week
Pick the tool whose output matched your hand check and that can show you, for one hero SKU, the prompt, the cited URL, the crawler fetch, and the AI-referred session that followed. On our ecommerce retainers that ends up being Promptwatch on Professional, with Ranketta or Wildcard added only when merchandising has the hours to act on SKU-level suggestions.