Kubit

Spec sheet

Product

Kubit provides agent observability with behavior analytics, connecting agent traces to user behavior.Read 10 Oct 2026 · kubit.ai

Privacy

Kubit says traces stay in the customer’s warehouse and that it does not copy them for analysis.Read 9 Oct 2026 · kubit.ai

Support

Kubit lists support by email at [email protected] and through /kubit:support in Claude Code.Read 10 Oct 2026 · kubit.ai

Company

The company identifies itself as Kubit AI, Inc.Read 9 Oct 2026 · kubit.ai

Analysis

Kubit supports path funnels and cohorts based on intent, sentiment, behavior, error, latency, or cost.Read 10 Oct 2026 · kubit.ai

Analysis tools

Users can slice runs into funnels and cohorts to find where they diverge, loop, or stall.Read 9 Oct 2026 · kubit.ai

Availability

The homepage invites users to request early access and says applications for the first cohort close October 26.Read 10 Oct 2026 · kubit.ai

Business data joins

Kubit can join agent actions to user activity, A/B tests, and campaigns to relate execution paths to business outcomes.Read 10 Oct 2026 · kubit.ai

Coding agent workflow

Kubit supports embedding product analytics into AI workflows via MCP so coding agents can use insights and automate verification.Read 9 Oct 2026 · kubit.ai

Data ingestion

Kubit describes ingesting traces via OpenTelemetry, pulling events from a CDP, or querying a warehouse directly.Read 9 Oct 2026 · kubit.ai

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.Read 9 Oct 2026 · kubit.ai

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.Read 10 Oct 2026 · kubit.ai

MCP access

Kubit MCP lets compatible tools including Cursor and Claude access schemas, run reports, retrieve report data, and search reports or dashboards.Read 10 Oct 2026 · docs.kubit.ai

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.Read 10 Oct 2026 · kubit.ai

Program offer

The early access page says the product is free for the program and requires no credit card.Read 9 Oct 2026 · kubit.ai

Run analysis

Kubit groups agent runs by execution-path shape and displays them in a Sankey diagram, with counts for recurring patterns.Read 9 Oct 2026 · kubit.ai

Security and compliance

The early access page states that Kubit is SOC 2 and GDPR compliant.Read 9 Oct 2026 · kubit.ai

Security and data location

Kubit says it queries traces inside the customer's warehouse account and that traces are not copied out.Read 10 Oct 2026 · kubit.ai

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.Read 10 Oct 2026 · kubit.ai

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.Read 10 Oct 2026 · kubit.ai

Warehouse connections

Kubit lists native connections for Databricks, Snowflake, BigQuery, and ClickHouse.Read 10 Oct 2026 · kubit.ai

Plans and prices

Every Kubit plan and price →

Where Specifiction places it

• Product Analytics Tools#12 of 458.6