Key takeaways
- ChatGPT's shopping feature pulls product carousels from Google Shopping, and the results reshuffle on every request -- making static audits useless.
- According to Profound's analysis of 22.5 million ChatGPT shopping prompts, Walmart leads rank-1 buy links while Target leads total carousel presence.
- Most AI visibility tools don't track shopping carousels at all -- they only monitor text citations and brand mentions.
- Only a handful of platforms have built dedicated ChatGPT Shopping tracking: Promptwatch, Profound, Semrush, Otterly.AI, and Rankshift.
- The tools differ significantly in what they show: some give you raw carousel data, others connect it to content gaps and tell you how to fix your visibility.
ChatGPT added shopping research in early 2025, and by mid-2026 it's become a legitimate channel for consumer product discovery. Shoppers are typing things like "best running shoes under $150" or "what's the best espresso machine for a small kitchen" and getting back a visual carousel of products with buy links attached. No Google. No scrolling. Just a recommendation.
The problem for brands and retailers: this carousel reshuffles constantly. Profound's research team ran 22.5 million ChatGPT shopping prompts and found that Walmart leads on rank-1 buy links while Target leads on total carousel presence -- but the composition changes with every query. That's not a ranking you can check once and forget.
Semrush confirmed through their own experiments that ChatGPT is routing shopping queries through Google Shopping to build these carousels. So it's not a separate index you can optimize for in isolation -- it sits on top of Google Shopping data, filtered through ChatGPT's own product relevance logic.
The question for any brand selling physical products is: are you showing up in these carousels? And if not, why not?
Most AI visibility tools can't answer that. They track text citations -- who gets mentioned in a ChatGPT response -- but the shopping carousel is a different beast. It has product cards, images, prices, and buy links. Tracking it requires a different kind of monitoring.
Here are the five tools that actually do it, and what each one shows you.
1. Promptwatch
Promptwatch is the most complete option if you want shopping tracking as part of a broader AI visibility strategy. It monitors ChatGPT's shopping carousels alongside standard text citations, so you can see both where your products appear and where your brand gets mentioned in the same platform.
What it actually shows you: which of your products appear in ChatGPT shopping carousels, for which prompts, at what position, and how often. You also get competitor heatmaps showing which brands are winning the carousel slots you're missing. The prompt intelligence layer tells you the volume and difficulty of shopping-related queries, so you can prioritize the ones worth going after.
The part that separates Promptwatch from most tools is what happens after you see the data. The Answer Gap Analysis shows you exactly which prompts competitors appear in that you don't. From there, Content Agents can generate product-focused content grounded in that gap data -- not generic filler, but content engineered around the specific queries where ChatGPT is already surfacing shopping results.
It also tracks AI crawler logs in real time, so if GPTBot is crawling your product pages, you can see it. If it's hitting errors, you can catch them before they affect your carousel visibility.
Pricing starts at $99/month for the Essential plan. The Professional plan ($249/month) adds crawler logs and more prompts.
2. Profound
Profound has done some of the most rigorous public research on ChatGPT Shopping of any vendor in this space. Their 22.5 million prompt dataset is the source behind most of what we know about which retailers dominate the carousel.
Profound
What it actually shows you: Profound's Shopping feature tracks carousel appearances across product categories, showing you rank-1 buy link rates, total presence rates, and how results shift across query variations. Their research distinguishes between "winning the buy click" (rank-1) and "appearing in the carousel at all" -- a distinction that matters a lot for brands trying to understand their actual conversion exposure.
Profound is positioned as an enterprise platform, and the pricing reflects that. It's built for larger brands and agencies that need deep data across many product categories and prompts. The interface is research-grade, which is great if you have an analyst who can work with it, but it's not the most accessible starting point for a smaller team.
The shopping tracking is genuinely strong. Where Profound is thinner is on the "what do I do about it" side -- it shows you the data clearly, but the optimization workflow is less developed than Promptwatch's content generation loop.
3. Semrush
Semrush isn't a dedicated AI visibility tool, but they've been building out AI search tracking features and their research confirmed something important: ChatGPT shopping queries route through Google Shopping. That means your Google Shopping feed quality, product schema, and merchant center data all feed into what ChatGPT recommends.
What it actually shows you: Semrush's AI tracking features let you monitor brand mentions in AI Overviews and some ChatGPT responses. For shopping specifically, their value is more indirect -- they help you optimize the Google Shopping signals that feed into ChatGPT's product recommendations. If your product titles, descriptions, and structured data are weak, that affects your carousel visibility.
Semrush also uses fixed prompt sets for their AI tracking, which is a real limitation. You can't easily customize the prompts to match your actual product categories or customer language. For a large retailer with hundreds of SKUs across dozens of categories, that's a significant gap.
Where Semrush wins is breadth. If you're already using it for traditional SEO and want some AI visibility coverage without adding another tool, it's a reasonable starting point. But it's not built for shopping carousel tracking specifically, and it shows.
4. Otterly.AI
Otterly.AI is a monitoring-focused platform that tracks brand mentions across ChatGPT, Perplexity, and Google AI Overviews. It's lighter and more accessible than Profound or Promptwatch, which makes it popular with smaller teams and agencies.
Otterly.AI
What it actually shows you: Otterly tracks whether your brand appears in AI responses to the prompts you configure. For shopping queries, it can tell you if your brand or products get mentioned in ChatGPT's text responses. The shopping carousel tracking is more limited -- it's better at catching text-level brand mentions than parsing product card data.
The honest limitation here is that Otterly is primarily a monitoring tool. It shows you what's happening but doesn't have content generation or gap analysis features to help you change it. If you're a small brand that just wants a basic read on whether ChatGPT is recommending you at all, it's a reasonable and affordable option. If you need to understand carousel position, buy link rates, or what to do when you're not appearing, you'll need something more.
5. Rankshift
Rankshift tracks brand visibility across ChatGPT, Perplexity, and other AI search engines with a focus on rank tracking -- similar to how traditional SEO tools track Google positions.
What it actually shows you: Rankshift monitors how your brand appears in AI responses over time, with trend data showing whether your visibility is improving or declining. For shopping-adjacent queries, it captures brand mentions and citation patterns. The interface is clean and approachable, which makes it easy to set up and check regularly.
Like Otterly, Rankshift is primarily a monitoring platform. It doesn't have dedicated shopping carousel tracking at the level of Profound or Promptwatch, and it doesn't have content generation features. But it's a solid choice if you want a simple, well-designed tool to track AI brand visibility without a steep learning curve or enterprise pricing.
How these tools compare
| Tool | ChatGPT shopping tracking | Carousel position data | Content gap analysis | Content generation | Crawler logs | Pricing |
|---|---|---|---|---|---|---|
| Promptwatch | Yes | Yes | Yes | Yes | Yes | From $99/mo |
| Profound | Yes (deep) | Yes | Limited | No | Yes | Enterprise |
| Semrush | Indirect | No | Limited | No | No | From $139/mo |
| Otterly.AI | Partial | No | No | No | No | From ~$49/mo |
| Rankshift | Partial | No | No | No | No | From ~$49/mo |
What to actually look for in a ChatGPT shopping tracker
A few things worth knowing before you pick a tool:
Carousel data vs. text mentions are different things. Most AI visibility tools track text citations -- when ChatGPT mentions your brand in a response. Shopping carousels are structured product cards with images, prices, and buy links. A tool that only tracks text mentions will miss your carousel presence entirely.
Prompt customization matters. ChatGPT shopping queries vary enormously by category, price range, use case, and persona. A tool that only lets you monitor fixed prompts will give you an incomplete picture. You want to be able to configure prompts that match how your actual customers shop.
The carousel reshuffles constantly. This isn't like Google rankings that shift slowly over weeks. ChatGPT's shopping results can vary query to query. That means you need ongoing monitoring, not one-time audits.
Knowing you're missing isn't enough. The most useful thing a tool can do after showing you a gap is help you close it. That means understanding why you're not appearing (product data quality, content gaps, schema issues) and having a path to fix it. Most tools stop at the monitoring step.
G2's 2025 Buyer Behavior Report found that generative AI chatbots are now the top influence over vendor shortlists, ahead of review sites. For consumer products, that shift is happening in shopping carousels. Brands that treat ChatGPT Shopping as a real channel -- and track it accordingly -- will have a meaningful advantage over those still optimizing only for Google's traditional results.
The five tools above give you different entry points into that tracking. If you're a large retailer or brand that needs deep carousel data and a full optimization workflow, Promptwatch and Profound are the serious options. If you're earlier in the process and just want to understand whether you're showing up at all, Otterly.AI or Rankshift will get you started without the complexity.
Either way, the time to start tracking is now -- before your competitors figure out the same thing.