Agent analytics early access
Not listed
Application/demo; fees and quotas unconfirmed
- Included scope
- Trace labels; execution shapes; funnels/cohorts; outcome joins
Kubit
● Identity checkedWarehouse-native agent behavior analytics · Official-source review 2026-10-09
Kubit analyzes agent traces through execution-path clusters, Sankey flows, funnels and cohorts. It labels spans with its Polaris evaluator and joins agent behavior to business outcomes using traces in supported customer warehouses.
- Category
- Warehouse-native agent behavior analytics
- Free access
- Not confirmed: free plan, early-access cost, trial allowance or production pricing. Agent analytics is presented as early access.
- API access
- Native querying is described for Databricks, Snowflake, BigQuery and ClickHouse, plus trace-file upload; general developer API availability is not verified.
Is Kubit right for you?
A good fit for
Relevant to teams investigating agent failure patterns across many runs and linking them to business outcomes.
Before you choose
Warehouse-native querying is a vendor architecture claim; trace upload is a separate data path and must be assessed before sending sensitive traces. Related Commits is announced for October; OTel write-back and monitoring are Q4 roadmap, not established live features. Demo counts, statistical signals and label accuracy were not independently tested. Polaris avoids a third-party LLM credit bill according to the vendor, which does not establish free compute or platform usage. Warehouse costs, evaluator placement and access permissions require confirmation. No trace was uploaded or warehouse connected.
Workflow and handoff
Use fictional traces, inspect label errors and warehouse permissions, and distinguish correlated signals from confirmed causes before acting.
Pricing and practical limits
Warehouse-native querying is a vendor architecture claim; trace upload is a separate data path and must be assessed before sending sensitive traces. Related Commits is announced for October; OTel write-back and monitoring are Q4 roadmap, not established live features. Demo counts, statistical signals and label accuracy were not independently tested. Polaris avoids a third-party LLM credit bill according to the vendor, which does not establish free compute or platform usage. Warehouse costs, evaluator placement and access permissions require confirmation. No trace was uploaded or warehouse connected.
Review method
Official product evidence reviewed on 2026-10-09; product artwork inspected visually. No hands-on vendor application test was performed. Application performance, security claims and plan enforcement were not independently tested.
What it can do
Features & capabilities
Unknown is different from unavailable. Each fact carries its own evidence.
| Capability | Value | Evidence | Checked |
|---|---|---|---|
| Product workflow | Kubit analyzes agent traces through execution-path clusters, Sankey flows, funnels and cohorts. It labels spans with its Polaris evaluator and joins agent behavior to business outcomes using traces in supported customer warehouses. | Facts sourced | 2026-10-09 |
| Pricing and restrictions | Warehouse-native querying is a vendor architecture claim; trace upload is a separate data path and must be assessed before sending sensitive traces. Related Commits is announced for October; OTel write-back and monitoring are Q4 roadmap, not established live features. Demo counts, statistical signals and label accuracy were not independently tested. Polaris avoids a third-party LLM credit bill according to the vendor, which does not establish free compute or platform usage. Warehouse costs, evaluator placement and access permissions require confirmation. No trace was uploaded or warehouse connected. | Facts sourced | 2026-10-09 |
Understand the total cost
Kubit pricing & plans
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Frequently asked questions
Was the application hands-on tested?
No. This listing is based on dated official-source evidence and a visual artwork check. Unconfirmed costs and restrictions are identified explicitly.
What is Kubit used for?
Kubit analyzes agent traces through execution-path clusters, Sankey flows, funnels and cohorts. It labels spans with its Polaris evaluator and joins agent behavior to business outcomes using traces in supported customer warehouses.
Does Kubit have a free plan?
Not confirmed: free plan, early-access cost, trial allowance or production pricing. Agent analytics is presented as early access.. This record does not confirm an ongoing free plan.
How much does Kubit cost?
A listed monthly price has not been confirmed. See the plan cards for entitlements, billing commitments and seat minimums.
Can I use Kubit through an API?
Native querying is described for Databricks, Snowflake, BigQuery and ClickHouse, plus trace-file upload; general developer API availability is not verified.. API access and subscription access may have different terms; consult the linked sources.
What should I check before choosing it?
Warehouse-native querying is a vendor architecture claim; trace upload is a separate data path and must be assessed before sending sensitive traces. Related Commits is announced for October; OTel write-back and monitoring are Q4 roadmap, not established live features. Demo counts, statistical signals and label accuracy were not independently tested. Polaris avoids a third-party LLM credit bill according to the vendor, which does not establish free compute or platform usage. Warehouse costs, evaluator placement and access permissions require confirmation. No trace was uploaded or warehouse connected.
Price history
No retained pricing changes yet. A current price alone does not establish a historical trend.
How this profile is supported
Official product information
Current official product source read individually; product artwork inspected visually.
Read original source ↗Pricing review
Official product page reviewed for disclosed costs; unverified prices and allowances are identified in the listing.
Read original source ↗Facts apply to the named version and check date. Send a sourced correction if something changed.