Kubit
Kubit connects AI agent actions with user behavior so teams can investigate why people re-prompt, drop off, or convert.
What Kubit is
Kubit connects AI agent actions with user behavior so teams can investigate why people re-prompt, drop off, or convert. Its Flows view groups runs by execution-path shape and displays recurring patterns in Sankey diagrams, with measures such as error rate, latency, and token cost. Teams can build funnels and cohorts around intent, sentiment, behavior, error, latency, or cost, and join agent activity with user actions, A/B tests, and campaigns. Kubit says it can ingest traces through OpenTelemetry, pull events from a customer data platform, query a warehouse directly, or accept trace-file uploads. It lists Databricks, Snowflake, BigQuery, and ClickHouse for in-place trace queries, and says traces remain in the customer’s warehouse rather than being copied out. MCP access allows compatible tools such as Cursor and Claude to retrieve schemas, reports, and report data, and search reports or dashboards. The free Starter plan is free plus $0.008/MTU, with 10,000 MTU included; Pro is $199 a month plus $0.006/MTU, with 100,000 MTU included. Its early access program is free and requires no credit card.
Good
- Groups agent runs into execution-path flows
- Supports funnels and cohorts across several dimensions
- Can query traces in four listed warehouses
- MCP access works with compatible tools
- Starter plan includes 10,000 MTU
Watch out
- Starter usage is billed at $0.008/MTU beyond included allowance
- Pro costs $199 a month plus $0.006/MTU
- Early access applications close October 26
Who it suits
Kubit is aimed at AI engineers who want to relate production agent traces to user behavior and business outcomes. The early access program specifically targets teams whose traces are already in Databricks or Snowflake.
Verdict
Kubit focuses on connecting agent execution paths with user activity, while keeping trace queries in the customer’s warehouse. Consider its MTU-based charges and early-access availability when evaluating it.
Plans and prices
From Kubit's own pricing page, checked 10 Oct 2026.
| Plan | Price | What it gives you |
|---|---|---|
| Starter | Free | 10,000 MTU included · unlimited AI · unlimited seats and events · OTel and CDP integration · Free + $0.008/MTU; pay as you go |
| Pro | $199 a month | 100,000 MTU included · bring your own warehouse · Slack Connect support · $199/month + $0.006/MTU |
| Enterprise | Priced on request | > 1M MTU · dedicated support · dedicated Solution Architect · custom terms, DPA, SLA · Custom; volume discount |
The facts
Each one read from Kubit's own pages, with the date it was checked.
What it does
- Analysis
- Kubit supports path funnels and cohorts based on intent, sentiment, behavior, error, latency, or cost.checked 10 Oct 2026
- Analysis tools
- Users can slice runs into funnels and cohorts to find where they diverge, loop, or stall.checked 9 Oct 2026
- Availability
- The homepage invites users to request early access and says applications for the first cohort close October 26.checked 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.checked 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.checked 9 Oct 2026
- Data ingestion
- Kubit describes ingesting traces via OpenTelemetry, pulling events from a CDP, or querying a warehouse directly.checked 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.checked 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.checked 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.checked 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.checked 10 Oct 2026
- Privacy
- Kubit says traces stay in the customer’s warehouse and that it does not copy them for analysis.checked 9 Oct 2026
- Product
- Kubit provides agent observability with behavior analytics, connecting agent traces to user behavior.checked 10 Oct 2026
- Program offer
- The early access page says the product is free for the program and requires no credit card.checked 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.checked 9 Oct 2026
- Security and compliance
- The early access page states that Kubit is SOC 2 and GDPR compliant.checked 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.checked 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.checked 10 Oct 2026
- Support
- Kubit lists support by email at [email protected] and through /kubit:support in Claude Code.checked 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.checked 10 Oct 2026
- Warehouse connections
- Kubit lists native connections for Databricks, Snowflake, BigQuery, and ClickHouse.checked 10 Oct 2026
The company
- Company
- The company identifies itself as Kubit AI, Inc.checked 9 Oct 2026
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