Proof of Usefulness Report

Anti Sosh App idea

Analysis completed on 2/13/2026

+7
Proof of Usefulness Score
You're In Business

The project is currently in the conceptual 'idea' stage with a basic GitHub repository but no deployed application, active users, or revenue. While the goal of alleviating loneliness is noble and relevant, the submission lacks the technical execution, audience reach, and traction necessary for a higher valuation. It represents a student-level prototype rather than a viable technology business at this time.

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Score Breakdown

Real World Utility+2.5
Audience Reach Impact+0.0
Technical Innovation+0.75
Evidence Of Traction+0.0
Market Timing Relevance+2.0
Functional Completeness+0.75
Subtotal+6
Usefulness Multiplierx1.12
Final Score+7

Project Details

Description
My app idea is basically a social app; it helps you find the right friends according to your interests. For example: A boy is playing a solo video game rather then he was boorred, so he picks up the phone and then installs anti-sosh app. It first collects the information as needed, and then the boy chooses some options, and after selecting options, the app appears to show people according to the boy's interests.
Audience Reach
Targeting all age groups, especially those who feel alone. and the app connects users based on their interests to find real connections.
Target Users
This app is primarily designed for people looking for genuine connections and heal loneliness. It is created for all age groups who want to find like minded realtionalship.
Technologies
Other, Idea created to HTML, CSS, JAVASCRIPT & tools google gemini, framework prompting of AI
Traction Evidence
Project hosted on GitHub, providing source code and potential collaboration. Github URL link: https://github.com/rustamaliabro131/Anti-Sosh-App-Idea/releases/tag/Anti

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