Analytics for AI startups: humans, bots and AI-assistant traffic, separated

AI products live in an unusual traffic environment. Launches spike on X, Product Hunt and Hacker News; a growing share of discovery happens inside AI assistants; and scrapers, headless browsers and AI crawlers hit your site constantly. A visitor count that includes all of that is noise.

VisitTrack classifies every hit as human or bot at ingest and leaves bots out of every number by default (you can still inspect them). Referrals from AI assistants form their own channel. AI crawlers such as GPTBot, ClaudeBot and PerplexityBot are verified by reverse DNS and reported separately — never billed. And credit-pack or subscription payments through Stripe, Polar, Lemon Squeezy or Paddle are attributed to the channel that brought the user.

The metrics that matter for an AI product

1. 1.Human visitors vs filtered bots

   Your real top of funnel. AI startups often see a large share of automated traffic; VisitTrack's bot verdict is stored per visit and the dashboard defaults to humans only. See bot filtering.

2. 2.AI-assistant referrals and their conversion rate

   Visitors from ChatGPT, Perplexity and others tend to arrive with intent. Track the channel's signup and paid rates separately from search.

3. 3.AI crawler activity per page

   Which pages GPTBot, ClaudeBot, PerplexityBot and others fetch, and how often. It's an early signal of what assistants may cite. Manage access with the AI crawler robots.txt generator.

4. 4.Signup → first generation → paid

   The activation funnel. Send first_generation (or your product's equivalent) as a server-side event and funnel it between signup and payment_completed.

5. 5.Revenue by channel and attribution model

   Launch traffic usually gets first-touch credit; search and AI referrals often close. Compare five attribution models side by side on the Revenue tab.

Questions AI founders ask

How much of our traffic is real?

Compare the default (human) view with the bot view using the traffic filter. The API and MCP tools take the same traffic=human|bot|all parameter.

Is ChatGPT sending us users?

The AI channel in the sources breakdown shows visitors, signups and attributed revenue from chatgpt.com and other assistants.

Which AI crawlers read our docs and landing pages?

The AI crawler card on the Overview, once the backend snippet is installed. See AI crawler tracking.

Do launch-day users ever pay?

Filter by the launch referrer or UTM and follow them through the signup → activation → paid funnel.

How to set up analytics for an AI startup

1. 1

   Install the tag on site and app

   The same tag on the marketing site and the app keeps one visitor id from first visit to first payment.

   <script defer data-site="SITE_ID" src="https://visitrack.app/tracker.js"></script>

2. 2

   Record signups from the server

   Most AI apps sign users in with Google or GitHub. Carry window.visitrack.visitorId() through the OAuth redirect and send signup from the callback with POST /api/track — see custom events.

3. 3

   Send the activation event

   From your generation endpoint, send the first successful generation per user as a server event.

   await fetch("https://visitrack.app/api/track", {
     method: "POST",
     headers: { Authorization: `Bearer ${process.env.VISITRACK_API_KEY}`, "Content-Type": "application/json" },
     body: JSON.stringify({ type: "event", visitorId, name: "first_generation", props: { model: "default" } }),
   });

4. 4

   Attribute credit packs and subscriptions

   Pass the visitor id into Stripe Checkout (or Polar, Lemon Squeezy, Paddle) and connect the webhook. See Stripe attribution.

   // server: create the Checkout Session with the visitor id
   const session = await stripe.checkout.sessions.create({
     mode: "subscription",
     line_items: [{ price: PRICE_ID, quantity: 1 }],
     client_reference_id: visitorId, // window.visitrack.visitorId() from the browser
     success_url: "https://example.com/welcome",
   });

5. 5

   Add AI crawler tracking

   A few lines in your middleware or server report crawler hits. Next.js, Express, Cloudflare and reverse-proxy recipes are in AI crawler tracking.

Example: an AI writing tool's first quarter after launch

A small team, freemium with credit packs sold through Stripe Payment Links.

Illustrative numbers for a typical site of this kind, not real customer data.

The headline traffic number was inflated by 60% bots. Among real visitors, AI-assistant referrals convert at more than twice the average and already produce a quarter of revenue — and the /templates pages they cite are the ones AI crawlers fetch most. That's a content strategy.

VisitTrack vs GA4 and PostHog for AI startups

Third-party details as of October 2026.

Many AI startups run VisitTrack for acquisition, AI visibility and revenue, and PostHog for in-app experiments. See VisitTrack vs PostHog and the startups guide.

What VisitTrack costs for an AI startup

Filtered bots and AI crawler hits are never billed — which matters a lot for AI products.

Every feature is on every plan; the price only follows monthly events (pageviews, custom events and payments, counted across all your sites). Bot and AI-crawler hits and session replays are never billed. Yearly billing is ten months' price for twelve, every plan starts with a 14-day free trial with no card, and there's a one-time lifetime deal from $59.