Kubit

7.6easy start · #8of 42
in Product Analytics Tools

Free to practise onyes
Free trialyes
Well documentedyes
Runs where you workno

Runs on api, Web. Paid plans from $199/mo.

Kubit is ranked #8 of 42 in product analytics tools on The Geeks Club. It runs on API, Web. There is a free plan. A free trial is offered. Paid plans start at $199/mo.

Kubit plans and pricing

All plans

Starter Free Free + $0.008/MTU; pay as you go 10,000 MTU included · unlimited AI · unlimited seats and events · OTel and CDP integration kubit.ai · 10 Oct 2026

Pro $199/mo $199/month + $0.006/MTU 100,000 MTU included · bring your own warehouse · Slack Connect support kubit.ai · 10 Oct 2026

Enterprise Custom; volume discount > 1M MTU · dedicated support · dedicated Solution Architect · custom terms, DPA, SLA kubit.ai · 10 Oct 2026

Compared on product analytics tools

Free plan: Yes
Funnel reports: Yes
Retention and cohorts: Yes
Primary pricing metric: users
Supported platforms: web_mobile

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The record

Product: Kubit connects AI agent actions to user behavior so teams can investigate why users re-prompt, drop off, or convert.
Run analysis: Kubit groups agent runs by execution-path shape and displays them in a Sankey diagram, with counts for recurring patterns.
Span labeling: Kubit’s Polaris evaluator labels spans, including failures that return a clean status.
Analysis tools: Users can slice runs into funnels and cohorts to find where they diverge, loop, or stall.
Warehouse connections: Kubit says it queries traces in place in Databricks, Snowflake, BigQuery, and ClickHouse.
Data ingestion: Kubit describes ingesting traces via OpenTelemetry, pulling events from a CDP, or querying a warehouse directly.
Coding agent workflow: Kubit supports embedding product analytics into AI workflows via MCP so coding agents can use insights and automate verification.
Privacy: Kubit says traces stay in the customer’s warehouse and that it does not copy them for analysis.
Security and compliance: The early access page states that Kubit is SOC 2 and GDPR compliant.
Early access: The early access program is for AI engineers running production agents whose traces are already in Databricks or Snowflake, and lists seven places in its first cohort.
Program offer: The early access page says the product is free for the program and requires no credit card.
Support: Kubit lists support by email at [email protected] or through /kubit:support in Claude Code.
Company: The company identifies itself as Kubit AI, Inc.
Execution flows: Flows clusters agent runs by execution-path shape and displays them in Sankey diagrams with metrics such as error rate, latency, and token cost.
Price from: $199/mo

Where it ranks on The Geeks Club

Best Product Analytics Tools in 2026#8 of 42

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Sources

guide.kubit.ai/article/kubit-overview· checked 9 Oct 2026
kubit.ai/blog/open-agent-traces-one-at-a-time· checked 9 Oct 2026
kubit.ai· checked 9 Oct 2026
kubit.ai/product-analytics· checked 9 Oct 2026
kubit.ai/early-access· checked 9 Oct 2026
kubit.ai/about· checked 9 Oct 2026
docs.kubit.ai/docs/mcp-server· checked 10 Oct 2026
kubit.ai/pricing· checked 10 Oct 2026