What should a good AI crawler analytics tool show beyond bot hit counts?
A hit counter tells you a bot showed up. A useful AI crawler analytics tool shows who it was, what it fetched, where it failed and whether that led to a citation.
A count of GPTBot hits per day is the easiest thing to build and the least useful thing to stare at. It tells you a bot arrived. It does not tell you whether the bot was real, whether it reached the pages you care about, whether it hit errors, or whether any of that ended with your page being cited in an answer. A good AI crawler analytics tool answers those four questions and ties the crawl data to what happens afterwards.
This guide lists what to demand from a tool, then compares the options that actually publish crawler features.
What a good tool should show
Verified identity. User agent strings are trivial to fake. A tool that only counts strings will report scrapers as ChatGPT. Promptwatch states that its Agent Analytics logs are IP-verified and that spoofed user agents are filtered out, which is the standard to hold everyone else to.
The right bot names. Tracking one bucket called "AI bots" hides the useful detail. The real agents include GPTBot, OAI-SearchBot, ChatGPT-User, ClaudeBot, Claude-User, Claude-SearchBot, PerplexityBot, Perplexity-User, Google-Agent, GoogleOther, Meta-WebIndexer, Meta-ExternalAgent, Meta-ExternalFetcher and MistralAI-User. Each vendor documents its own agents differently, so the report should let you split them rather than merge them.
Page-level paths. Which URLs were fetched, how often, and which were never touched. A site with 40,000 URLs and a crawler that only reaches 300 of them has a different problem from one with a robots.txt block.
Errors with reasons. A 403 or a timeout on a high-value page is the most actionable line in the whole report. Counting errors is fine. Explaining them is better.
Crawl-to-citation linkage. This is the one that separates a log viewer from a visibility tool. If a page is crawled often and never cited, the problem is content or relevance. If it is cited and rarely crawled, you are probably relying on stale copies. You can only see this if crawler data and citation data live in the same product.
Referral visits and conversions. The last link in the chain is a person clicking through. Crawl, citation and visit should be joined per page.
Filters and export. You will want to slice by path, bot and status, then take the rows into a spreadsheet or a report.
How the options compare
| Tool | Crawler analytics | Citation data | Visits and conversions | Published price point |
|---|---|---|---|---|
| Promptwatch | Real-time, IP-verified logs, error tracking, crawl-to-citation path, CSV export | Page, domain, Reddit, YouTube, LinkedIn and offsite citation reports | AI-referred traffic and conversions via script, GTM or WordPress plugin | Crawler logs from Professional at $245/mo; agency Kick-off $199/mo |
| Scrunch AI | AI agent and bot traffic reporting | Visibility and citation tracking | Not documented in the catalog | Core $250/mo; Enterprise custom |
| AthenaHQ | No published crawler-log product | Citation Engine on Enterprise | GA4 attribution listed | Starter $295/mo |
| Profound | Agent Analytics sits next to Answer Engine Insights | Citation share and answer-level analytics | Not documented in the catalog | Enterprise custom, earlier estimate about $40k a year |
| Cloudflare AI Crawl Control | Requests by operator, status codes, paths, robots.txt violations | None; it does not report citations | Referral data needs a paid Cloudflare plan | Included free on every Cloudflare plan |
| Known Agents | Agent Analytics for bots and scrapers | None; it does not run prompts | AI chat referral tracking | Free plan; Startup $29/mo |
| Qwairy | Crawler analytics on the Business plan | Citation modules | Listed AI revenue module | Business €449/mo |
Two patterns stand out. The free and cheap tools (Cloudflare, Known Agents) are honest, solid crawler viewers, but they stop at the crawl. The AI visibility trackers mostly do the reverse and stop at the answer. Very few products sit across both.
Where each one fits
Cloudflare AI Crawl Control is the obvious first step if your site already runs behind Cloudflare. It groups crawlers by operator, shows robots.txt violations and lets you allow or block each one. It writes a WAF rule when you block. Use it as a free baseline. Its limit is stated on its own entry: it does not run prompts on AI engines or report citations.
Known Agents is worth a look if you want server-side bot analytics and AI chat referral tracking without a full visibility suite. Its free plan covers one project and 100K events a month.
Scrunch AI reports agent and bot traffic as part of an enterprise monitoring product, and also sells a serving layer for crawlers. It is a reasonable pick if that serving approach appeals. Its catalog entry notes weekly data refreshes and reporting complaints.
AthenaHQ is strong on the action workflow, but it has no published crawler-log product, so you cannot see bot hits, crawl-to-citation paths or bot errors there.
Profound includes Agent Analytics inside a custom Enterprise contract. It is sold more as a set of marketing agents than as an AI-search tracker, so buy it if you want that wider program.
Promptwatch is the one that covers the full chain. Logs come in through Cloudflare (Logpush or an auto-deployed Worker), AWS CloudFront, Fastly, Vercel, Netlify, Akamai, Google Cloud CDN, a custom HTTP endpoint or the WordPress plugin. From there the 360 Insights view joins crawler logs, citation clicks and AI-referred visits per page, and Topic Insights flags pages that underperform for their topic. Because Essential ($95/mo) has no crawler logs, plan on Professional or higher if this is the reason you are buying. Business is $579/mo with a larger log allowance.
Who should pick which
- You only need to know who is crawling and block the rest: Cloudflare AI Crawl Control, if you are on Cloudflare.
- You want cheap bot analytics and referral tracking: Known Agents.
- You want crawl, citation and conversion data in one workspace, and a path to publishing fixes: Promptwatch.
- You are an enterprise buyer who wants a managed program: Scrunch AI or Profound, with a sales conversation.
A practical test before you buy
Ask any vendor to show you one page. Pick a URL you care about and ask four things. Which bots fetched it this week? Did any request fail, and why? Was it cited in a tracked answer? Did that citation send a visit? If the answer to the last two is "we do not have that," you are looking at a log viewer, not an AI visibility tool. That can still be the right purchase. Just do not pay visibility-platform money for it.
One caveat applies to every product here. Crawler data shows access and fetch behavior. It cannot prove that a crawl causes a citation, and no tool can guarantee that an AI engine will recommend you. What it can do is remove the guesswork about whether the bots can read your site at all, which is the first thing to fix.