Proof of Usefulness Report

GoCodeo

Analysis completed on 2/3/2026

+58
Proof of Usefulness Score
You're In Business

GoCodeo is a verified AI coding assistant and VS Code extension with verifiable traction (approx. 10k-25k installs/users) and early-stage seed funding (~$156k). However, the submission quality is extremely poor, containing invalid contact data, troll-like answers (e.g., traction: 'most people have used my product', reach: 'everyone'), and negligible reported revenue (~$150 USD). While the tool has technical merit and strong market timing, the submission fails to accurately represent its value, and the 'everyone' audience claim is factually incorrect. The score reflects the project's verified existence and early user base, heavily penalized by the lack of professional detail and zero revenue evidence.

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Score Breakdown

Real World Utility+18.75
Audience Reach Impact+2.00
Technical Innovation+9.75
Evidence Of Traction+11.25
Market Timing Relevance+9.00
Functional Completeness+0.00
Subtotal+50.75
Usefulness Multiplierx1.15
Final Score+58

Project Details

Project URL
https://www.gocodeo.com/
Description
GoCodeo is an AI agent designed for white-box software testing, empowering developers to write stable, bug-free code through early testing techniques such as unit, integration, regression, and penetration testing. Our AI seamlessly integrates with existing workflows for quick adoption. With 15,000 developers across 40 countries and 150 companies using GoCodeo, our mission is to help companies ship high-quality software with minimal manual testing, reducing time to market and boosting confidence in the development lifecycle. Improve your testing process and ensure your code is top-notch. Contact us today. Email: founders@gocodeo.com

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