Proof of Usefulness Report

Firefox Managed Session Controller

Analysis completed on 1/30/2026

+36
Proof of Usefulness Score
You're In Business

The project is a niche, open-source technical aid created by a Senior Cloud Architect to manage internet access on Ubuntu systems. While the problem of digital wellness is universally relevant, the current solution (Linux CLI/Services) restricts the addressable market to a tiny fraction of parents. There is no verifiable traction, user base, or revenue. The project exhibits high technical competence but currently functions as a hobbyist tool rather than a viable consumer product.

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Score Breakdown

Real World Utility+15.0
Audience Reach Impact+2.0
Technical Innovation+9.0
Evidence Of Traction+0.0
Market Timing Relevance+6.0
Functional Completeness+2.0
Subtotal+34.0
Usefulness Multiplierx1.06
Final Score+36

Project Details

Description
Giving children unrestricted access to the internet isn’t freedom—it’s exposure. https://dev.to/jeanphilippe_ulpiano_46b/your-child-is-still-awake-raising-kids-in-a-world-of-screens-and-ai-1kk7
Audience Reach
Parents all over the world
Target Users
Children gain enormous value, most interested cutomers will be digital wellness parents ( They focus on the pursuit of an intentional and healthy relationship with technology: They view screen time through the lens of its impact on physical health and emotional well-being.)
Technologies
Other, Node, Linux Services, PostgreSQL
Traction Evidence
Not really so far

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