Kubit is an agent analytics platform that maps user behavior and intent to LLM traces for debugging AI agents.
Kubit provides a warehouse-native product analytics platform that connects directly to cloud data warehouses without requiring ETL. Product teams use Kubit to analyze user behavior, measure campaigns and A/B tests, and drive engagement and retention through self-service analytics.
In 2025, Kubit launched Ask Kubit, a conversational AI interface powered by the Lumos AI engine that answers natural-language questions directly from governed warehouse data. The platform integrates with Claude Code and Cursor via MCP, feeding user intent and behavioral context into coding agents to enable debugging and optimization without switching tools. Kubit also supports major LLM observability frameworks including Langfuse, LangSmith, Arize, and OpenTelemetry.
Mitzu
Mitzu
mitzu.io
Mixpanel
Product Analytics
mixpanel.com
Amplitude
Product Analytics Platform
amplitude.com
| Attribute | Warehouse-Native Product Analytics | Mitzu | Product Analytics | Product Analytics Platform | |
|---|---|---|---|---|---|
| Provider |  | | | | |
| Founded | 2018 | 2022 | 2009 | 2012 | |
| Sells To | Enterprise | B2B, Enterprise | — | Enterprise, Small Business | |
| Pricing Model | Recurring | Recurring | Recurring | Recurring | |
| Ownership | Venture-backed | Private | Private equity-backed, Venture-backed | Venture-backed |
Provider
Founded 2018
Sells To Enterprise
Pricing Model Recurring
Ownership Venture-backed
Provider
Founded 2022
Sells To B2B, Enterprise
Pricing Model Recurring
Ownership Private
Provider
Founded 2009
Sells To —
Pricing Model Recurring
Ownership Private equity-backed, Venture-backed
Provider
Founded 2012
Sells To Enterprise, Small Business
Pricing Model Recurring
Ownership Venture-backed
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