Punchline vs Google Analytics 4
GA4 hides the agents. We show you each one.
Google Analytics 4 removes known bots from your data and doesn't tell you how many it removed. Now that AI agents do a lot of the research, that's a part of your funnel you can't see. Here's how the two compare.
See your whole funnelFree for a week, alongside your current analytics. No cookies, no banner.
Side by side
| Punchline | Google Analytics 4 | |
|---|---|---|
| AI agents and crawlers | Sees them and labels each one: crawler, agent reading for a person, fetcher or impostor, with its operator. Concepts | Known bots and spiders are excluded automatically; you can't turn this off or see how much was excluded.[1] |
| Why a visit was labelled | Every label lists the rules that fired and how sure it is (verified, declared, inferred). How it works | Excluded bot traffic isn't available to inspect.[1] |
| People sent by AI assistants | A channel of its own (ChatGPT, Perplexity, Claude, Gemini, Copilot), with conversions and a survey estimate of influence links miss. | An "AI Assistant" default channel since May 2026, from the referrer; Google names ChatGPT, Gemini and Claude as examples.[2] |
| Cookies | None. Nothing is stored on visitors' devices; IP addresses and user agents are used in memory and discarded. Privacy | The GA4 tags use first-party cookies such as _ga to tell users and sessions apart, lasting 2 years by default.[3] |
| Companies researching you | Accounts: which companies' agents researched you, by intent, pushed to HubSpot or Salesforce. Accounts | We couldn't find this in its documentation. |
| Agent-built carts and quotes | Handoff links connect an agent's cart or quote to the person who opens it. Handoff links | We couldn't find this in its documentation. |
What we say about Google Analytics 4 comes from its own published material, checked October 2026. Products change: if something here is out of date, tell us at hey@opsscale.co and we'll fix it.
Where Google Analytics 4 is strong
Credit where it's due
- Free for most sites, and built into Google Ads, Search Console and BigQuery.
- Deep e-commerce and app measurement, and a large ecosystem of people who know it.
- An AI Assistant channel for people sent by assistants, with no setup.
Using both
Punchline next to Google Analytics 4
Most teams keep GA4 and add Punchline. Punchline's GA4 comparison puts both sets of numbers side by side and shows how much of the gap is agents GA4 never counts, and its history import keeps 14 months of GA4 totals next to Punchline's. Compare with GA4