Proof of Usefulness Report

Starburst

Analysis completed on 1/30/2026

+790
Proof of Usefulness Score
Unicorn Utility

Project verified as Starburst Data (starburstdata.com), a major enterprise data unicorn valued at $3.35B. While the submission text contained low-effort and exaggerated claims (e.g., 'most people have used my product'), the verifiable identity and traction signals (Unicorn status, $100M+ revenue, adoption by Comcast/FINRA) warrant a high score. The 'marketcap' entered in the revenue field was verified as the Series D valuation. The score reflects the massive real-world utility and traction of the entity, slightly penalized for the quality of the submission responses.

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Score Breakdown

Real World Utility237.5 (High-value Enterprise Data Mesh solution)
Audience Reach Impact180.0 (Global Enterprise Reach)
Technical Innovation138.0 (Trino-based distributed SQL engine)
Evidence Of Traction245.0 (Verified $3.35B Valuation)
Market Timing Relevance90.0 (Strong alignment with Data Lakehouse trend)
Functional Completeness7.5 (Penalized for low-effort/inaccurate text fields)
Subtotal+898
Usefulness Multiplierx0.88
Final Score+790

Project Details

Project URL
starburstdata.com
Description
Starburst is the analytics engine for all your data. We provide the fastest, most efficient analytics engine for your data warehouse, data lake, or Data Mesh. We unlock the value of distributed data by making it fast and easy to access, no matter where it lives. Starburst queries data across any database, making it instantly actionable for data-driven organizations. With Starburst, teams can lower the total cost of their infrastructure and analytics investments, prevent vendor lock-in, and use the existing tools that work for their business. Trusted by companies like Comcast, FINRA, and Condé Nast, Starburst helps companies make better decisions faster on all data.

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