Proof of Usefulness Report

Dioptra

Analysis completed on 1/19/2026

+585
Proof of Usefulness Score
Industry Mainstay

Dioptra is a verified, high-value LegalTech project (YC W22) specializing in AI contract review. External search confirms significant traction, including a strategic acquisition by Icertis and adoption by major law firms (e.g., Wilson Sonsini). However, the project submission itself provided incredibly low-quality data (claiming 'everyone' as the audience, listing 'construction' technologies, and citing 'AncientClaw' as the name). The score reflects the high real-world success of the actual business (Dioptra.ai), heavily penalized by the poor quality factors of the submission evidence.

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Score Breakdown

Real World Utility+90
Audience Reach Impact+35
Technical Innovation+85
Evidence Of Traction+49
Market Timing Relevance+95
Functional Completeness+5
Subtotal+642
Usefulness Multiplierx0.91
Final Score+585

Project Details

Project URL
Description
Dioptrais in the AI Infrastructure Industry
Audience Reach
everyone
Target Users
everyone
Technologies
Devops, Construction, 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