Proof of Usefulness Report

JFrog

Analysis completed on 1/24/2026

+725
Proof of Usefulness Score
Category Standard

JFrog is a widely recognized, publicly traded software delivery platform with immense real-world utility and verified traction (market cap ~$5.6B). While the project itself is a critical piece of global DevOps infrastructure, the submission provided was low-effort, utilizing vague claims ('everyone', 'most people') and generic descriptions. The score reflects the undeniable high value and market dominance of the entity, penalized slightly for the lack of specific evidence or thoughtfulness in the submission form.

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Score Breakdown

Real World Utility+237.5
Audience Reach Impact+162
Technical Innovation+114.75
Evidence Of Traction+198
Market Timing Relevance+90
Functional Completeness+3.75
Subtotal+806
Usefulness Multiplierx0.9
Final Score+725

Project Details

Project URL
jfrog.com
Description
JFrog, accessible via its domain jfrog.com, is a leading software company specializing in DevOps solutions. Founded in 2008, JFrog is renowned for its innovative approach to software development and distribution, particularly through its flagship product, Artifactory, which is a universal artifact repository manager. The company provides a comprehensive platform that enables organizations to manage, secure, and distribute software packages and containers efficiently. JFrog's solutions are designed to streamline the software release process, enhance collaboration among development teams, and ensure the continuous delivery of high-quality software. With a strong focus on automation and integration, JFrog supports a wide range of technologies and is trusted by numerous enterprises worldwide to accelerate their software development lifecycle.

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