Proof of Usefulness Report

Arcion Labs

Analysis completed on 2/8/2026

+403
Proof of Usefulness Score
Certified Problem Solver

Arcion Labs is a highly successful enterprise data company, acquired by Databricks in October 2023 for ~$100 million. It solves a critical problem in real-time data replication (CDC) for Fortune 500 companies. While the project's real-world utility and traction are exceptionally high (validated by the exit), the submission itself was of poor quality, containing inaccurate claims (e.g., 'audienceReach: everyone', 'marketcap: 17000000') which negatively impacted the Response Quality and Reach scores.

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Score Breakdown

Real World Utility+115
Audience Reach Impact+30
Technical Innovation+85
Evidence Of Traction+110
Market Timing Relevance+45
Functional Completeness+3
Subtotal+388
Usefulness Multiplierx1.04
Final Score+403

Project Details

Project URL
Description
Fortune 500 companies around the world rely on Arcion’s cloud-native, distributed Change Data Capture (CDC) technology to drive fast and accurate data insights. Arcion helps enterprises eliminate slow, brittle data pipelines and the maintenance overheads. Break down data silos through high volume, scalable data pipelines with guaranteed transactional integrity.

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