Proof of Usefulness Report

Kubit

Analysis completed on 1/24/2026

+406
Proof of Usefulness Score
Certified Problem Solver

Kubit is a verified Series A ($24M funded) platform solving a critical data engineering bottleneck with its 'Warehouse-Native' No-ETL solution. Despite a low-quality submission (containing lazy claims like 'everyone' using it), external analysis confirms significant enterprise traction (Paramount, Wish) and high technical utility in the Modern Data Stack. The score reflects its strong market position and innovation, heavily adjusted for the weights of specific criteria and the poor quality of the provided evidence.

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Score Breakdown

Real World Utility+138
Audience Reach Impact+60
Technical Innovation+81
Evidence Of Traction+90
Market Timing Relevance+57
Functional Completeness+1
Subtotal+427
Usefulness Multiplierx0.95
Final Score+406

Project Details

Project URL
kubit.ai
Description
Kubit is the only Transparent Product Analytics platform with No-ETL integration for your cloud data warehouse. We help product people optimize user engagement and retention through Self-Service data insights. \n\nWe have enabled many large consumer app developers to gain insights about their customers' usage patterns, measure acquisition campaigns and A/B tests, and also drive re-engagement. We beat siloed blackboxes like Amplitude and Mixpanel with No-ETL integration and can directly use your existing data model to provide complete transparency and data freedom.

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
User Engagement
Documented reach suggests active user community
Technical Stack
Modern tech stack aligned with sponsor technologies

Recommendations to Increase Usefulness Score

Document User Growth

Provide specific metrics on user acquisition and retention rates

Showcase Revenue Model

Detail sustainable monetization strategy and current revenue streams

Expand Evidence Base

Include testimonials, case studies, and third-party validation

Technical Roadmap

Share development milestones and feature completion timeline