Proof of Usefulness Report

SQream

Analysis completed on 1/30/2026

+758
Proof of Usefulness Score
Unicorn Utility

SQream is a highly established, Series C funded big data analytics company with over $170M in funding and significant enterprise traction (clients include Samsung, Vodafone, LG). While the project itself demonstrates exceptional real-world utility, technical innovation (GPU acceleration), and market relevance, the submission quality was extremely poor, containing vague and inaccurate claims (e.g., 'audience reach: everyone'). The score reflects the verifiable reality of the business entity, which falls into the 'Much larger scale' calibration category, heavily outweighing the poor quality of the input form.

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Score Breakdown

Real World Utility+22.5
Audience Reach Impact+12.8
Technical Innovation+13.5
Evidence Of Traction+18.0
Market Timing Relevance+9.0
Functional Completeness+0.25
Subtotal+76.05
Usefulness Multiplierx0.997
Final Score+758

Project Details

Project URL
Description
No data too large. No query too complex. No workload too heavy.

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
User Engagement
Documented reach suggests active user community
Technical Stack
Technology choices support scalability goals

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