Proof of Usefulness Report

Panoptic

Analysis completed on 1/27/2026

+3
Proof of Usefulness Score
You're In Business

The project 'Panoptic' (panoptic.app) presents significant red flags. The claimed URL is not indexed or appears inactive, and the assertion that 'most people have used my product' is demonstrably false and hyperbolic. The submission lacks verifiable data regarding team size, revenue, or active users. While 'AI video analysis' is a relevant field, there is no evidence of a functional product or technical implementation provided. The low quality of the response and the unrealistic claims result in a score reflecting minimal to no verifiable traction.

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Score Breakdown

Real World Utility+1.25
Audience Reach Impact+0.00
Technical Innovation+0.75
Evidence Of Traction+0.00
Market Timing Relevance+1.00
Functional Completeness+0.00
Subtotal+3
Usefulness Multiplierx1
Final Score+3

Project Details

Project URL
Description
Panopticis in the Open Source Industry

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