Proof of Usefulness Report

Gomboc.ai

Analysis completed on 1/24/2026

+387
Proof of Usefulness Score
Certified Problem Solver

Gomboc.ai is a high-potential, venture-backed ($18M+) DevSecOps platform addressing a critical market need: automating IaC remediation with deterministic AI. While the project submission itself contained low-quality data (false claims of 'everyone' reach and 'most people' traction), external verification confirms significant utility, legitimate funding (Ballistic Ventures, Hetz Ventures), and early enterprise adoption (Global 2000). The project scores highly on innovation and utility, though the score is dampened by the niche nature of the audience and the poor quality of the submission.

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Score Breakdown

Real World Utility+135
Audience Reach Impact+50
Technical Innovation+81
Evidence Of Traction+106.25
Market Timing Relevance+47.5
Functional Completeness+1.25
Subtotal+421
Usefulness Multiplierx0.92
Final Score+387

Project Details

Project URL
gomboc.ai
Description
Gomboc AI is a platform engineering solution purpose-built for DevOps, managing complex, multi-cloud infrastructure. Leveraging deterministic AI, Gomboc automatically fixes misconfigurations in Infrastructure as Code - directly within Git workflows and CI/CD pipelines. By eliminating the need for manual triage, tickets, and back-and-forth between security and engineering, Gomboc significantly accelerates remediation cycles and improves developer productivity. Organizations benefit from meaningful cost savings, reduced risk of misconfigurations reaching production, and continuous compliance with standards like CIS, SOC2, and more.. With security and governance seamlessly embedded into every stage of the development lifecycle, Gomboc.ai empowers teams to move faster, scale safely, and innovate with confidence.

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