Proof of Usefulness Report

GitLab

Analysis completed on 2/9/2026

+726
Proof of Usefulness Score
Category Standard

The submission represents GitLab, a massive, publicly traded DevOps platform with indisputable real-world utility and reach. However, the submission quality is extremely low ('most people have used my product', inaccurate market cap of $300M vs actual ~$16B). The evaluation leverages external verification to award high scores for Utility, Reach, and Innovation, matching its 'Unicorn/Public Corp' status (Calibration >700), while heavily penalizing the 'Response Quality' and 'Evidence of Traction' quality factors due to the lazy and inaccurate data provided by the submitter.

Ready to Compete for $150k+ in Prizes?

Move this data into a HackerNoon blog draft to become eligible for your share of $150k+ in cash and software prizes

View All Reports

Score Breakdown

Real World Utility+238
Audience Reach Impact+190
Technical Innovation+135
Evidence Of Traction+180
Market Timing Relevance+90
Functional Completeness+2
Subtotal+835
Usefulness Multiplierx0.87
Final Score+726

Project Details

Project URL
gitlab.com
Description
GitLab is a complete DevOps platform, delivered as a single application, fundamentally changing the way Development, Security, and Ops teams collaborate and build software. From idea to production, GitLab helps teams improve cycle time from weeks to minutes, reduce development costs and time to market while increasing developer productivity. We're the world's largest all-remote company with team members located in more than 65 countries. As part of the GitLab team, you can work from anywhere with good internet. You'll have the freedom to contribute when and where you do your best work. Interested in opportunities at GitLab? Join our talent community and share your information with our recruiting team: https://about.gitlab.com/jobs/

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
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