Proof of Usefulness Report

Gaggle Social

Analysis completed on 1/22/2026

+9
Proof of Usefulness Score
You're In Business

The submission contains significant red flags, most notably the claim that 'most people have used my product' despite a complete lack of verifiable online presence or search results for 'Gaggle Social' as a hiring platform. The target audience is defined unrealistically as 'everyone,' and critical metrics like active users and revenue are missing or nonsensical ('all time marketcap: null'). The project appears to be in a conceptual or very early stage with no evidence of the claimed traction.

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Score Breakdown

Real World Utility+5.0
Audience Reach Impact+1.0
Technical Innovation+2.25
Evidence Of Traction+0.0
Market Timing Relevance+1.5
Functional Completeness+0.25
Subtotal+10
Usefulness Multiplierx0.91
Final Score+9

Project Details

Project URL
Description
Gaggle Social is the professional network dedicated to streamlining enterprise software hiring through solutions that address the bottlenecks in each step of the hiring process.

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