Proof of Usefulness Report

OptIQ.Ai

Analysis completed on 1/27/2026

+5
Proof of Usefulness Score
You're In Business

The project submission is critically deficient in verifiable information and credibility. The description is vague ('OptIQ.Aiis in the DevOps Industry'), and the traction claim ('most people have used my product') is demonstrably false for a niche DevOps tool with no recognizable market presence. The lack of revenue data, specific technical details, or realistic audience targeting indicates this is likely a test submission or a very early-stage concept with no real-world utility currently.

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Score Breakdown

Real World Utility+2.5
Audience Reach Impact+0
Technical Innovation+0.75
Evidence Of Traction+0
Market Timing Relevance+2.0
Functional Completeness+0
Subtotal+5.25
Usefulness Multiplierx0.95
Final Score+5

Project Details

Project URL
Description
OptIQ.Aiis in the DevOps Industry

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