Can Contentsquare capture ChatGPT or Claude shopping sessions?

Generally no. Contentsquare's session capture is built around human-interaction signals (mouse movement, scroll inertia, native click events). AI agents arriving via headless browsers usually don't emit those signals reliably, and the product's session-quality filters treat the resulting traffic as bot. The product is built for human session capture and works within that scope.

Does Contentsquare's acquisition of Hotjar mean it now covers all session types?

Both products are built around human session capture, so the merger consolidated CRO tooling for human conversion. Agent journey testing is a different product shape; Serge handles that layer.

How does Serge compare to Contentsquare's AI-powered insights feature?

Contentsquare's Find & Fix + AI Insights run pattern recognition over recorded human sessions and surface anomalies. They don't run AI agents against your site or test whether one can complete a buying task. Serge does. Different category of "AI" — Contentsquare's is analytical AI; Serge's is the agent under test.

We already have Contentsquare. Do we need Serge?

You need Serge if AI agents are an increasingly material share of your traffic AND you don't have visibility into whether they can complete buying tasks on your site. Contentsquare won't surface this gap because its filters drop the relevant sessions. Most enterprise teams who buy Serge keep their Contentsquare deployment for the human-experience layer.

Compare · Contentsquare vs Serge

Contentsquare measures humans. Serge measures agents.

Contentsquare is the enterprise digital-experience analytics + session replay tool (and now owns Hotjar). Serge runs real AI agents on your live storefront and captures where they fail. Different scopes, same conversion funnel.

Short version: Contentsquare leads in enterprise human-session analytics — zone-based heatmaps, AI-powered insights on customer behaviour, advanced segmentation. None of that applies to AI agent traffic, which Contentsquare structurally cannot capture (agents don't generate the interaction signals the product is built around). Serge fills the layer Contentsquare doesn't cover.

Side by side

What each tool captures

Dimension	Contentsquare	Serge
What it captures	Human session replay, zone-based heatmaps, customer journey analysis, AI-powered insights on human behaviour.	AI agent journey tests — real Claude/ChatGPT/Operator/Perplexity/Gemini sessions against your storefront, with structural failure analysis.
AI agent sessions	Treated as bot traffic by session-quality filters. Not in the human-session analytics surface.	The entire product. Every test is an agent attempting a buying task with paste-ready fix per failure.
Per-failure fix	AI-powered insights surface patterns in human behaviour; turning them into code changes is on the customer's team.	Specific fix snippet per failure: schema.org, ARIA, DOM semantics, robots.txt, cart state.
Reporting cadence	Real-time dashboards + scheduled reports. Built for daily/weekly analyst review.	Daily journey tests on Pro. Alerts on regression. 12-month test history.
Pricing	Enterprise contact-sales pricing.	Free deterministic scan. Pro CHF 159/mo self-serve. Agency contact-us for multi-workspace.

Contentsquare publishes no public price list — contact the vendor for current pricing.

How they fit

Where Contentsquare and Serge fit together

Contentsquare covers human experience on enterprise e-commerce sites — zone-based heatmaps, customer-journey analysis, and AI-powered insights on behavioural patterns. That scope is well-served by the existing product.

Serge handles the layer upstream of human conversion for AI-mediated traffic: a real agent on your live storefront, attempting to find a product and complete the purchase task, with the failure point captured as structured data and a paste-ready fix per gap. Contentsquare's session-quality filters generally drop those sessions.

Enterprise teams that buy both keep their Contentsquare deployment for the human-experience layer and add Serge for the agent layer. The two answer different questions about different traffic.

FAQ

Contentsquare vs Serge

Can Contentsquare capture ChatGPT or Claude shopping sessions?: Generally no. Contentsquare's session capture is built around human-interaction signals (mouse movement, scroll inertia, native click events). AI agents arriving via headless browsers usually don't emit those signals reliably, and the product's session-quality filters treat the resulting traffic as bot. The product is built for human session capture and works within that scope.
Does Contentsquare's acquisition of Hotjar mean it now covers all session types?: Both products are built around human session capture, so the merger consolidated CRO tooling for human conversion. Agent journey testing is a different product shape; Serge handles that layer.
How does Serge compare to Contentsquare's AI-powered insights feature?: Contentsquare's Find & Fix + AI Insights run pattern recognition over recorded human sessions and surface anomalies. They don't run AI agents against your site or test whether one can complete a buying task. Serge does. Different category of "AI" — Contentsquare's is analytical AI; Serge's is the agent under test.
We already have Contentsquare. Do we need Serge?: You need Serge if AI agents are an increasingly material share of your traffic AND you don't have visibility into whether they can complete buying tasks on your site. Contentsquare won't surface this gap because its filters drop the relevant sessions. Most enterprise teams who buy Serge keep their Contentsquare deployment for the human-experience layer.

Try the agent layer

Scan your store for agent product findability

Free deterministic scan. 30 seconds, no signup. See the score your store gets and the structural fixes that move it — the same checks the paid journey-test product applies daily.

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Contentsquare measures humans. Serge measures agents.

What each tool captures

Where Contentsquare and Serge fit together

Contentsquare vs Serge

Scan your store for agent product findability

Related: the agent commerce stack