Common analytics tools are useful, but AEO analytics requires a source ladder that separates browser events, search data, request logs, and verified bot evidence.
GA4 is a browser analytics source
GA4 can report users, sessions, page views, top pages, referrers, source, medium, campaign, countries, devices, and language. That makes it useful for human traffic and marketing attribution.
The limitation is evidence. GA4 does not expose raw IP, reverse DNS, ASN proof, or no-JS crawler visibility. A crawler that does not execute analytics JavaScript may not appear in GA4 as a pageview.
PostHog is strong for product events
PostHog can capture product behavior, page paths, referrers, UTM values, browser properties, device context, viewport data, and session behavior. That is useful for understanding how humans use a product.
But product analytics is not the same as verified crawler analytics. If the crawler does not run the browser SDK, PostHog alone cannot prove that the crawler requested the page.
Cloudflare depends on the connected product
Cloudflare Web Analytics can show useful traffic metrics without being a full identity-tracking system. Cloudflare logs and Bot Management are more powerful because they can expose request-level evidence and bot fields depending on plan and configuration.
For Leadstore, Cloudflare logs should be treated as a verified source when the relevant fields are available. Cloudflare Web Analytics should be treated as traffic context, not complete bot proof.
Search Console is search visibility
Google Search Console is essential for SEO because it shows Google Search clicks, impressions, CTR, position, queries, pages, countries, and devices.
It does not show all visits, AI assistant referrals, UTMs, product events, or non-Google AI crawler activity. It belongs in the SEO visibility layer, not the full AEO analytics layer.
How Leadstore should combine them
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Use Search Console for Google Search visibility.
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Use GA4 and PostHog for observed browser traffic.
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Use Cloudflare logs for verified request evidence when available.
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Use Leadstore Tag as the first-party AEO baseline.
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Never blindly add duplicate sessions from multiple browser analytics sources.
How this fits into the three Leadstore stages
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Stage 1, account + site added: users get the audit reward before any tag or key - four core channel scores, top fixes, readiness, generated llms.txt and llm-data.json, and the Leadstore Tag snippet to install.
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Stage 2, tag installed: users get the live telemetry reward with no key required - AI-crawler activity by engine, verified-bot counts, human traffic, top sources, top pages, devices and geography.
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Stage 3, key connected: users add answer tracking on top of the audit and telemetry layers - Visibility Score, SAIV, Brand Monitor, share of voice, citations, competitors and hallucination checks.
Next step
Connect every useful source, but use Leadstore Tag as the required baseline for complete AEO analytics.
