Proof of Usefulness Report

Adversa

Analysis completed on 1/5/2026

+472
Proof of Usefulness Score
Industry Mainstay

Adversa AI is a verified, high-potential entity in the critical AI Security / Red Teaming space, recently recognized as a winner of Pitchapalooza 2025 and cited by Gartner. The project scores highly on Utility, Innovation, and Market Timing due to the urgent industry need for Agentic AI security. However, the specific submission provided is of extremely low quality, containing hyperbolic claims ('most people have used my product', 'audience reach: everyone') and lacking professional detail. The final score balances the strong external verification of the company's technology and market position against the poor quality of the input data and niche B2B nature of the actual product.

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Score Breakdown

Real World Utility+85
Audience Reach Impact+20
Technical Innovation+85
Evidence Of Traction+30
Market Timing Relevance+95
Functional Completeness+10
Subtotal+55
Usefulness Multiplierx0.85
Final Score+472

Project Details

Project URL
Description
Adversa AI is a leading provider of Security and Safety solutions for AI
Audience Reach
everyone
Target Users
everyone
Technologies
Machine Learning
Traction Evidence
most people have used my product

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