Key takeaways
- Marketplaces and directories are the sources AI cites, not just brands competing for mentions. In Promptwatch Data, Autotrader and Cars.com outrank every car brand and Skyscanner leads travel citations in ChatGPT.
- You need a tool that tracks citations per page, not just brand mentions, because your value sits in thousands of listing and category pages.
- AI crawler logs matter more for you than for most sites. If bots can't read your listings, nothing else you do will help.
- Prompt trackers are fine for a first look. Once you have thousands of pages, you want a platform that also tells you what to fix and helps you ship it.
- Check vendor pricing pages yourself. Plans change often, and I did not find current prices for every tool below.
Why marketplaces and directories are a special case
Most AI visibility guides assume you are a brand asking, "Does ChatGPT mention me?" If you run a marketplace or directory, the question flips. You are often the thing the AI cites when someone asks about someone else's products.
The data backs this up. In Promptwatch Data's travel report (Sep 28 to Oct 4, 2026), Skyscanner led ChatGPT travel citations at 0.78%, Going.com followed at 0.52%, and Tripadvisor sat at 0.49%. Booking and search sites made up 2.42% of the 4.18% earned by the 17 listed domains, more than half. Going.com, a deal service, out-cited Tripadvisor.com. In the automotive report for August 2026, marketplaces like Autotrader and Cars.com outranked every car manufacturer. For software prompts, G2 and GitHub lead.
So the upside is real. The catch is that your visibility is spread across a huge number of pages, and the wins and losses happen at the page and category level. That changes what you should look for in a tool.
What AI actually cites on commercial queries
Promptwatch's content type report (Sep 28 to Oct 4, 2026) breaks down ChatGPT citations by page type. This is the most useful single chart for a directory owner.
| Content type | Share of ChatGPT citations |
|---|---|
| Product pages | 22.4% |
| Landing pages | 16.8% |
| Listicles | 13.6% |
| How-tos | 8.7% |
| Documentation | 7.5% |
| General articles | 6.1% |
| Comparisons | 5.9% |
| News | 5.7% |
| FAQ | 3.3% |
| Reviews | 1.7% |
For commercial prompts, product pages hit 26.0% and landing pages 20.6%. Listicles add 15.0%, comparisons 7.9%. Those four types make up almost 70% of commercial citations. For branded prompts, reviews jump to 5.6%, more than three times their share across all prompts.
Translate that to a marketplace: your listing pages are product pages, your category pages are landing pages, and your "best of" rankings are listicles. All three are the formats AI likes. The work is making sure they are complete, crawlable and fresh. Promptwatch Data also shows that news pages lose half their citations in about five weeks, while landing pages and docs keep most of theirs for months. Evergreen category pages are worth more than a news feed.
One more shift to know about. Social is not carrying AI answers the way it did. In ChatGPT, social platforms together are 0.46% of citations for Sep 28 to Oct 4, 2026, while Google AI Overviews gets 12.2% from social. If your directory depended on Reddit threads to carry your reputation in ChatGPT, that channel dropped sharply on August 14, 2026.
What to look for in a platform
Here is the checklist I would use, in rough order of importance for a listing-heavy site.
Page-level citation data
Brand-level scores hide the problem. You want to see which listing types, categories and cities get cited and which never do. Page tracking and per-page citation rates are the feature that separates useful tools from dashboards.
AI crawler logs
If you have millions of URLs, crawl budget and rendering problems are likely. Logs that show GPTBot, OAI-SearchBot, ChatGPT-User, ClaudeBot and PerplexityBot hitting your pages, and the errors they hit, tell you why pages are invisible. Most prompt trackers don't have this.
Real interface tracking and regional coverage
Directories are local by nature. A tool should track country, and ideally city or state, in the actual ChatGPT and AI Overviews interfaces rather than only API outputs, which can differ from what users see.
Shopping and catalog visibility
If you list products, you care about ChatGPT shopping carousels and similar product surfaces. Era's comparison calls out SKU and catalog integrations (Shopify, Magento, Amazon SP-API) as a category. Era is a vendor, so read it with that bias in mind, but the criteria are sensible.
A way to act on it
Some tools stop at reporting. Others generate briefs, write content and publish to your CMS. With thousands of pages, the second kind saves real time, but you should still check the output for factual accuracy on listings.
Platforms worth shortlisting
I'll start with the one I think fits this use case best, then cover alternatives by type.
Promptwatch
Promptwatch fits marketplaces well because it joins the pieces a listing site needs in one place: IP-verified AI crawler logs, per-page citation tracking, Page Tracker for any URL (yours or a competitor's), and a site audit that flags orphaned pages and pages missing from the sitemap. It tracks real interfaces for ChatGPT, AI Overviews, AI Mode, Gemini, Perplexity and Copilot, with state and city tracking on the Business plan.
On the action side, the Action Board lists prioritized fixes and the Content Agent can publish to WordPress, Webflow or Framer. It also tracks ChatGPT shopping carousels and Alexa product results if you upload a catalog. Pricing starts with a free Explore plan and paid plans from $95/month, so check promptwatch.com/pricing for current numbers.
The honest downside: it is a lot of product. If you only want a weekly mention count, it is more than you need.
Profound
Profound is an enterprise platform that tracks the main engines daily and pairs that with content creation and crawler-to-conversion attribution. Its own agency roundup lists agency mode with client workspaces and pitch environments. It is strong for large teams, and it is priced for them.
Scrunch
Scrunch is known for its AXP, which serves AI-optimized versions of pages to crawlers. Profound's roundup notes it has no content generation yet and that prompts are configured rather than pulled from real conversations. That crawler-serving idea is interesting for a big directory, though you should test it carefully before relying on it.
Otterly.AI
Otterly is a low-cost, fast-to-set-up prompt monitor. Good for a first pass across a handful of categories. It does not give you crawler logs or page-level attribution, so you will outgrow it if you have thousands of listings.
Rankshift and Peec AI
Both focus on citation and visibility tracking. They are monitoring tools. Useful for benchmarking competitors, but you will need other tools to fix issues.
Yext and Uberall for listings sync
These are not AI visibility trackers. They keep location and business data consistent across many sites, which matters when AI pulls from booking and aggregator sources. Directory owners selling to local businesses should know them, and if your directory is on the receiving end of those feeds, they explain where your data comes from.
Enterprise SEO suites
Botify, BrightEdge, Conductor and seoClarity have added AI visibility to their enterprise SEO suites. If you already run one for technical SEO at scale, the add-on is convenient. Expect shallower AI-specific data than the dedicated platforms.
Comparison table
Feature claims below come from each vendor's positioning and the roundups I reviewed. Verify on the vendor's pricing and product pages before buying.
| Platform | Type | Crawler logs | Page-level tracking | Content creation | Best for |
|---|---|---|---|---|---|
| Promptwatch | Monitoring plus optimization | Yes | Yes | Yes, with CMS publishing | Listing-heavy sites that want to fix issues |
| Profound | Enterprise platform | Crawler attribution | Yes | Yes | Large teams and agencies |
| Scrunch | Monitoring plus AXP | Not confirmed | Limited | No | Sites testing AI-specific page serving |
| Otterly.AI | Prompt tracker | No | No | Briefs only | Small teams starting out |
| Rankshift | Citation tracker | Not confirmed | Citation level | No | Competitor benchmarking |
| Botify | Enterprise SEO suite | Log analysis | Yes | No | Existing Botify customers |
A practical rollout for a directory
I would not start by buying the biggest tool. Here is the order I would work in.
- Fix access first. Check robots.txt and your CDN rules for AI bots. A free tool such as the robots.txt generator for AI at promptwatch.com can help you draft rules, but test them against real crawler logs.
- Pick 30 to 50 prompts that real users would ask about your categories, such as "best [category] in [city]". Include commercial and comparison phrasing, since those drive most citations.
- Track by category, not just overall. Find the categories where you get cited and the ones where competitors do.
- Audit listing completeness. Promptwatch's advice from the content type data is to keep specs, prices and positioning complete on product and landing pages, get into the roundups ChatGPT cites, collect reviews on trusted sites and add FAQ pages.
- Refresh evergreen category pages rather than chasing news.
- Re-check monthly. The numbers move. Reddit's ChatGPT share fell from about 4% to 0.5% in a day, and Meta's crawler went from roughly 2% to nearly 38% of tracked AI crawler requests in a few weeks (Promptwatch Data).
Era's comparison above evaluates platforms on multi-model coverage, content loops and SKU integrations. It is vendor-authored, so treat the rankings with caution, but the evaluation criteria are a decent starting template.
Things I could not verify
A few gaps are worth stating plainly. I did not find current pricing or feature comparisons for most vendors, so use their pricing pages. I also did not find solid marketplace-specific tools for tracking Amazon Rufus or Walmart's assistant. If you sell on those, expect to track manually for now. And the widely quoted Adobe figures on AI-driven retail traffic (generative AI referrals to US retail sites up 1,200% from July 2024 to February 2025) are dated, so don't build a 2026 business case on them.
More tools to explore
If you want to browse beyond this shortlist, the GEO software directory at bestgeosoftware.com and the AI rank tracker listings at ai-rank-tools.com cover far more options than fit here.
Which one should you pick?
If you run a small directory with under a few hundred pages, start with a cheap tracker like Otterly and see where you stand. If you run a large marketplace and AI is already sending traffic, choose a platform with crawler logs and page-level data. Promptwatch and Profound are the two I would put side by side, with Promptwatch the better fit if you want the platform to help you ship fixes rather than just report them. Run a trial on your five biggest categories and see which tool shows you something you didn't already know.