Proof of Usefulness Report

Iryss AI

Analysis completed on 3/7/2026

+45
Proof of Usefulness Score
You're In Business

Iryss AI appears to be a legitimate early-stage B2B startup (pre-product/prototype) targeting Private Equity due diligence, evidenced by a professional landing page and job postings for a founding engineer. However, the submission itself is of extremely low quality, containing factually incorrect claims (audience is 'everyone' vs PE firms; traction is 'most people' vs prototype stage) and confused terminology ('marketcap' for revenue/funding). While the core problem-solution fit is promising, the 'Proof' is weak and the submission credibility is damaged by the false claims.

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Score Breakdown

Real World Utility+75.0
Audience Reach Impact+10.0
Technical Innovation+60.0
Evidence Of Traction+7.5
Market Timing Relevance+80.0
Functional Completeness+10.0
Subtotal+38.25
Usefulness Multiplierx1.18
Final Score+45

Project Details

Project URL
Description
Iryss AI is a leadership intelligence platform that helps private equity firms predict which executives will deliver. It transforms management due diligence from slow, manual gut-feel into fast, objective prediction based on patterns from thousands of executive outcomes. Your data compounds with every assessment, letting you benchmark executives across your portfolio and make increasingly accurate bets on management.

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