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Kubit
What Kubit is
Kubit connects AI-agent activity with user behavior so teams can investigate re-prompting, drop-off, and conversion. Its Flows view groups runs by execution-path shape and displays recurring paths in Sankey diagrams, with error-rate, latency, and token-cost metrics. Users can build funnels and cohorts around intent, sentiment, behavior, errors, latency, or cost, then join agent actions with user activity, A/B tests, and campaigns. Kubit can ingest traces through OpenTelemetry, a customer-data platform, direct warehouse queries, or trace-file uploads. It queries traces in place in Databricks, Snowflake, BigQuery, and ClickHouse, and says traces remain in the customer’s warehouse. MCP access lets compatible tools such as Cursor and Claude retrieve schemas, reports, report data, and searches. A free Starter plan includes 10,000 monthly tracked users, while Pro costs $199 a month with 100,000 included; usage charges apply as listed. Early access is free and requires no credit card.
Who it suits
Kubit is aimed at AI engineers running production agents and teams linking agent traces to product outcomes. Its early-access cohort targets traces already held in Databricks or Snowflake.
What it does well
- Sankey diagrams show recurring execution paths
- Funnels and cohorts support behavior analysis
- Queries traces inside several warehouses
- Joins agent activity with experiments and campaigns
- Free Starter plan and early-access program
What to know first
- Starter adds $0.008 per monthly tracked user
- Pro adds $0.006 per monthly tracked user
- Early access requires an application
Limits
Starter includes 10,000 monthly tracked users, then bills $0.008 per additional monthly tracked user. Pro includes 100,000 monthly tracked users and then bills $0.006 per monthly tracked user; Enterprise terms are custom.
Plans
| Plan | Billed and limits | Price |
|---|---|---|
| Starter | Free + $0.008/MTU; pay as you go · 10,000 MTU included · unlimited AI · unlimited seats and events · OTel and CDP integration | Free |
| Pro | $199/month + $0.006/MTU · 100,000 MTU included · bring your own warehouse · Slack Connect support | $199 a month |
| Enterprise | Custom; volume discount · > 1M MTU · dedicated support · dedicated Solution Architect · custom terms, DPA, SLA | On request |
As kubit.ai lists them, read 10 Oct 2026. The maker's own page has the final word.
Getting started
- Open https://kubit.ai/
- Choose the Starter, Pro, or Enterprise plan
- Use the 30-day trial where available
- Connect traces through OpenTelemetry, a CDP, a warehouse, or trace-file upload
- Query supported warehouses or connect MCP-compatible tools
- Contact Kubit by email or through /kubit:support in Claude Code
Verdict
Kubit combines agent-trace analysis with product analytics, warehouse queries, and MCP access. Its free entry options are available, while higher usage and enterprise support follow the listed per-user and custom terms.
Questions
Does Kubit have a free plan?
Yes. Starter is billed at no cost with 10,000 monthly tracked users included, plus pay-as-you-go billing beyond that amount.
What does Pro cost?
Pro costs $199 a month and includes 100,000 monthly tracked users, with additional tracked users billed at $0.006 each.
Which platforms does Kubit support?
Kubit is listed for API and web access, with web_mobile also named among supported platforms.
Which warehouses can Kubit query?
It can query traces in place in Databricks, Snowflake, BigQuery, and ClickHouse.
Does Kubit copy traces out of a warehouse?
Kubit says traces stay in the customer’s warehouse and are not copied out for analysis.
What is the early-access offer?
The early-access program is free, requires no credit card, and is for AI engineers running production agents with traces already in Databricks or Snowflake.
Facts from Kubit's own pages
- Analysis
- Kubit supports path funnels and cohorts based on intent, sentiment, behavior, error, latency, or cost. · kubit.ai, 10 Oct 2026
- Analysis tools
- Users can slice runs into funnels and cohorts to find where they diverge, loop, or stall. · kubit.ai, 9 Oct 2026
- Availability
- The homepage invites users to request early access and says applications for the first cohort close October 26. · kubit.ai, 10 Oct 2026
- Business data joins
- Kubit can join agent actions to user activity, A/B tests, and campaigns to relate execution paths to business outcomes. · kubit.ai, 10 Oct 2026
- Coding agent workflow
- Kubit supports embedding product analytics into AI workflows via MCP so coding agents can use insights and automate verification. · kubit.ai, 9 Oct 2026
- Company
- The company identifies itself as Kubit AI, Inc. · kubit.ai, 9 Oct 2026
- Data ingestion
- Kubit describes ingesting traces via OpenTelemetry, pulling events from a CDP, or querying a warehouse directly. · kubit.ai, 9 Oct 2026
- 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. · kubit.ai, 9 Oct 2026
- 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. · kubit.ai, 10 Oct 2026
- MCP access
- Kubit MCP lets compatible tools including Cursor and Claude access schemas, run reports, retrieve report data, and search reports or dashboards. · docs.kubit.ai, 10 Oct 2026
- Pricing metric
- A Monthly Tracked User is a uniquely identified user with at least one event or span in an organization during a billing month; anonymous users are excluded. · kubit.ai, 10 Oct 2026
- Privacy
- Kubit says traces stay in the customer’s warehouse and that it does not copy them for analysis. · kubit.ai, 9 Oct 2026
- Product
- Kubit provides agent observability with behavior analytics, connecting agent traces to user behavior. · kubit.ai, 10 Oct 2026
- Program offer
- The early access page says the product is free for the program and requires no credit card. · kubit.ai, 9 Oct 2026
- Run analysis
- Kubit groups agent runs by execution-path shape and displays them in a Sankey diagram, with counts for recurring patterns. · kubit.ai, 9 Oct 2026
- Security and compliance
- The early access page states that Kubit is SOC 2 and GDPR compliant. · kubit.ai, 9 Oct 2026
- Security and data location
- Kubit says it queries traces inside the customer's warehouse account and that traces are not copied out. · kubit.ai, 10 Oct 2026
- Span labeling
- Its Polaris Evaluator is an in-house small language model that labels every span and can be fine-tuned on the customer's account. · kubit.ai, 10 Oct 2026
- Support
- Kubit lists support by email at [email protected] and through /kubit:support in Claude Code. · kubit.ai, 10 Oct 2026
- Trace ingestion
- The site says Kubit can read traces in place without an SDK or pipeline and also supports trace file upload for analysis without a warehouse. · kubit.ai, 10 Oct 2026
- Warehouse connections
- Kubit lists native connections for Databricks, Snowflake, BigQuery, and ClickHouse. · kubit.ai, 10 Oct 2026
Where Kubit stands on Freedom251
- Product Analytics Tools#28 of 45