Proof of Usefulness Report

Google gruyere

Analysis completed on 2/8/2026

+4
Proof of Usefulness Score
You're In Business

The submission references 'Google Gruyere,' a well-known legacy security training web application developed and hosted by Google, not the submitter. The evidence of traction provided is a generic user session link, confirming the submitter is a user of the tool rather than its creator. The submission lacks original contribution, ownership, or valid traction data, resulting in a near-zero score due to misattribution and lack of verifiable project ownership.

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Score Breakdown

Real World Utility+20
Audience Reach Impact+10
Technical Innovation+0
Evidence Of Traction+0
Market Timing Relevance+10
Functional Completeness+20
Subtotal+4.5
Usefulness Multiplierx0.92
Final Score+4

Project Details

Description
Google Gruyere is a deliberately vulnerable web application made by Google to help people learn web security testing safely. It lets you practice finding common bugs like XSS, CSRF, authentication issues, and access control flaws in a legal training environment.
Audience Reach
One to many people
Target Users
Google Gruyere is mainly aimed at learners in cybersecurity, especially students, web developers, security testers, and ethical hackers who want hands-on practice finding and fixing real web app vulnerabilities in a safe environment. It’s widely used in security training, university courses, and by individuals learning web penetration testing, rather than having specific “commercial customers” in the traditional sense
Technologies
Bright Data
Traction Evidence
https:// google-gruyere.appspot.com/4145530932515254567555040943077325335225/login

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