Proof of Usefulness Report

Cedge

Analysis completed on 2/14/2026

+46
Proof of Usefulness Score
You're In Business

Cedge appears to be a legitimate management consulting firm based in Saudi Arabia (est. 2019) with a reported team size of ~125, aligning well with Saudi Vision 2030 market trends. However, the project submission itself is of extremely low quality, containing demonstrably false claims (e.g., 'most people have used my product' and audience reach of 'everyone'). While the business has real-world utility and verified existence, the lack of technical innovation (pure service model) and the unreliable nature of the submitted data severely impact the final score. The evaluation relies heavily on external verification rather than the provided evidence.

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Score Breakdown

Real World Utility+17.50
Audience Reach Impact+4.00
Technical Innovation+3.00
Evidence Of Traction+6.25
Market Timing Relevance+8.50
Functional Completeness+0.25
Subtotal+39.5
Usefulness Multiplierx1.16
Final Score+46

Project Details

Project URL
Description
Leveraging analytical knowledge and regional expertise to navigate businesses towards competitive advantage and market leadership.

Algorithm Insights

Market Position
Growing utility with room for optimization
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