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Kubit
Bridge the gap between product analytics and LLM observability.
About Kubit
Kubit is a warehouse-native customer journey analytics platform designed for enterprises. It allows teams to analyze customer behavior directly from their existing data infrastructure, such as Snowflake, BigQuery, or Databricks, without the need for data duplication or ETL processes. Kubit provides self-service insights, rapid decision-making, and full transparency by eliminating data silos and black-box analytics. The platform offers a flexible, configurable data model that supports temporal joins, derived fields, and virtual events. With Kubit's MCP server, users can surface governed analytics directly into AI tools like Claude, ChatGPT, and Cursor, enabling natural language queries and agentic workflows. Kubit also focuses on Agent Analytics for LLM observability, mapping user behavior, intent, and sentiment to LLM traces to debug and optimize AI agents within the development environment.
Challenges It Solves
- Debugging LLM agents is slow because observability tools lack user intent and sentiment context.
- Product analytics and LLM traces are siloed, requiring manual stitching across multiple tools.
- Engineering teams waste time switching between tabs to correlate user behavior with agent reasoning.
- Lack of explainable AI insights makes it hard to optimize agent performance and detect hallucinations.
Screenshots
Use Cases
LLM Agent Debugging
Map user behavior, intent, and sentiment to LLM traces to detect hallucinations and optimize AI agents directly in the development environment.
Product Analytics
Analyze adoption, engagement, and retention with warehouse-native analytics and self-service AI exploration.
Customer Journey Analytics
Unify product, marketing, and business data in a single view to understand the complete customer journey.
AI-Powered Decision Support
Use natural language queries to get governed insights from your warehouse via MCP server, embedded in tools like Claude and ChatGPT.
Pricing
Custom pricing — built for your team
Kubit pricing is tailored to your organisation's size, integrations, and requirements. AiDOOS generates your proposal instantly — scoped & ready in seconds.
Key Features
Extract intent, sentiment, and resolution directly from LLM traces.
Surface warehouse-native analytics directly into AI tools like Claude and Cursor.
Zero-copy, scalable analytics directly from your cloud data warehouse.
Iteratively build a data dictionary with derived fields, virtual events, and semantic layer.
Natural-language queries with transparent SQL logic behind every insight.
Correlate user behavior with agent reasoning in a single view.
What Reviewers Say
What works well
- Warehouse-native architecture eliminates data duplication and ETL.
- Integrates with major cloud warehouses like Snowflake, BigQuery, and Databricks.
- Provides full transparency with explainable AI and visible SQL queries.
Common concerns
- Pricing not publicly disclosed, requiring contact with sales for enterprise plans.
- Limited information on third-party integrations count.
Reviews
No reviews yet for Kubit
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Enterprise Readiness
Identity & Access
Data Security
SLA & Availability
Compliance & Portability
Integrations
Claude Code
Integrates with Claude Code via MCP to feed user intent and behavioral context directly into the coding agent.
Cursor
Connects with Cursor via MCP to provide agentic analytics context for debugging and optimization.
Snowflake
Zero-copy integration with Snowflake AI Data Cloud for warehouse-native analytics without data duplication.
Databricks
Direct query integration with Databricks for scalable, governed analytics.
BigQuery
Integration with Google BigQuery for querying datasets directly without ETL.
ChatGPT
Enables natural language analytics queries via Kubit's MCP server within ChatGPT.
Braze
Export enriched cohorts from Kubit to Braze for targeted marketing campaigns.
Salesforce
Send enriched cohorts from Kubit to Salesforce to align product analytics with customer data.
Governance & Compliance
EU AI Act
Classification: None
Data Processing Agreement
None DPA available
Sub-processors
Not disclosed
Right to Erasure
✗ Not supported
Change Notifications
None
NIST AI RMF
Not assessed
AiDOOS Managed Deployment
Deploy Kubit in 72 hours
AiDOOS handles setup, CRM integration, SSO config, and user provisioning. Your team goes live — not your IT department.
Prerequisites
- Active cloud data warehouse (Snowflake, Databricks, or BigQuery)
- SSO configuration (SAML/OIDC)
- Permissions for RBAC setup
Configuration Options
- Semantic layer data model mapping
- MCP server endpoint configuration
- User role and permission configuration
How Kubit Compares
| Product | AI & Analytics | Ease of Use | Enterprise Features | Pricing | Integrations | Mobile Experience | Quick Setup | Customer Support | Rating | Price/mo |
|---|---|---|---|---|---|---|---|---|---|---|
|
K
Kubit This product
|
Excellent | Good | Excellent | Fair | Good | Poor | Good | Good | — | $Custom/user |
|
AM
Amplitude
|
Good | Excellent | Excellent | Fair | Excellent | Good | Excellent | Good | ★ None | $None/user |
|
MX
Mixpanel
|
Good | Good | Good | Good | Good | Fair | Good | Fair | ★ None | $25/user |
|
HE
Heap
|
Fair | Excellent | Fair | Good | Fair | Fair | Excellent | Good | ★ None | $None/user |
A Virtual Delivery Center for Kubit
Pre-vetted experts and AI agents in the loop, assembled as a delivery pod. Pay in Delivery Units — universal pricing across roles, seniority, and tech stacks. No hiring, no contracting, no procurement cycle.
- Plans from $2,000 — Starter Pack, 10 Delivery Units, 90 days
- Refundable on unused Delivery Units, anytime — no questions asked
- Re-delivery guarantee on acceptance miss
- Pre-flight delivery sizing — you see the plan before you commit
How a Virtual Delivery Center delivers Kubit
Outcome-based delivery via AiDOOS’s VDC model. Why VDC vs traditional consulting? →
Outcome-Based
Pay for results, not hours
Milestone-Driven
Clear deliverables at each phase
Expert Network
Access to certified specialists