SeeLLM vs Microsoft Clarity
What Microsoft Clarity bot activity still does not answer
Clarity is useful for session replay, heatmaps, and now free AI bot activity. It does not tell a content team which important page to fix, whether a fix worked, or how AI attention changed after the action.
Best used for
Microsoft Clarity
session recordings, heatmaps, UX analysis, and AI bot activity
Best used for
SeeLLM
important-page evidence, page-level diagnostics, and action outcome tracking
Microsoft Clarity
Clarity shows bot activity as an analytics signal
Clarity can help teams see AI bot activity from supported integrations. That is useful evidence, but bot activity alone does not prove that an answer used the page, sent qualified visitors, or improved after a content fix.
SeeLLM
SeeLLM starts before there is a session to replay
SeeLLM captures the request and classifies platform behavior at the edge, which makes it useful for monitoring the pages AI systems actually revisit, extract from, or stop reusing.
Where the gap remains
Bot activity is useful evidence, but it is not the workflow
Client-side view
Microsoft Clarity
Clarity can help teams see AI bot activity from supported integrations. That is useful evidence, but bot activity alone does not prove that an answer used the page, sent qualified visitors, or improved after a content fix.
- 01A human visitor loads the page in a browser.
- 02Clarity records clicks, scroll depth, and session behavior.
- 03Connected server or CDN integrations can add AI bot activity.
- 04The team still has to decide which page to fix and how to measure the action.
Server-side view
SeeLLM
SeeLLM captures the request and classifies platform behavior at the edge, which makes it useful for monitoring the pages AI systems actually revisit, extract from, or stop reusing.
- 01A request reaches the edge or server before any replay logic would exist.
- 02Headers, route context, and platform patterns are analyzed.
- 03The visit is classified even if there is no JavaScript execution or browser session.
- 04Teams can monitor important pages for fetches, reuse, and visibility drift.
Feature comparison
Use Clarity for free bot activity. Use SeeLLM for AI visibility workflow.
Keep the existing tool for what it does well. Add SeeLLM for the page-level AI visibility layer it cannot produce. See how attribution works.
| Feature | Microsoft Clarity | SeeLLM |
|---|---|---|
| Free AI bot activity from supported server or CDN integrations | Yes | Yes |
| Shows page-level repeat fetch patterns | No | Yes |
| Session recordings and heatmaps | Yes | No |
| Crawled but not cited visibility | No | Yes |
| Page-level fix workflow and outcome history | No | Yes |
| Useful for UX debugging | Yes | No |
| Tracks important-page AI visibility changes | No | Yes |
| Best use case | Human session analysis | AI visibility monitoring for important pages |
What bot charts do not answer
The gap is not another bot count. It is knowing which important page to fix and whether the action worked.
Activity is not outcome
A bot request does not prove an AI answer used the page.
Bot activity is a starting signal. Teams still need citation, referral, and repeated-attention evidence before treating a page as useful in AI-mediated discovery.
No page diagnosis
A comparison or pricing page can be crawled and still need a clear fix.
Content teams need to know whether the likely gap is answer structure, comparison framing, evidence, freshness, access, or internal linking.
No action history
A content rewrite needs before and after measurement.
Teams making content or information-architecture changes need a record of what shipped and whether fetches, referrals, or citation evidence moved afterward.
No operating cadence
AI visibility work needs a weekly queue, not only a chart.
The paid job is deciding which page matters this week, what to change, who owns it, and when to check the outcome.
Use them together
Clarity and SeeLLM cover different parts of the journey
Clarity helps teams understand how humans behave once they are on the site. SeeLLM helps them understand whether AI systems are even helping the right pages enter consideration before the click happens.
Recommended setup
- +Use Microsoft Clarity for session replay, heatmaps, and UX debugging.
- +Use SeeLLM to monitor important pages for AI fetches, citations, skips, and repeat attention after edits.
- +Use both when the team needs one view for human behavior and another for AI-mediated discovery.
Next step
See the workflow after the bot chart
Run the free scan to establish the technical baseline, then monitor the important pages that shape how your brand shows up across AI systems.