Proof of Usefulness Report

Semios

Analysis completed on 1/29/2026

+46
Proof of Usefulness Score
You're In Business

The submission critically conflates two distinct entities: 'Semios.ai' (a French NLP/AI software for technical documentation) and 'Semios' (a Canadian AgTech unicorn valued at ~$790M). The URL and Description point to the French AI tool, but the Revenue, Team Size, and Business Type ('Precision Agriculture') are plagiarized from the unrelated Canadian company. While the actual NLP tool has legitimate niche utility and partnerships (e.g., CNES, Siemens), the submission's data is largely invalid and misrepresented, resulting in a severe penalty to the score.

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Score Breakdown

Real World Utility+70
Audience Reach Impact+20
Technical Innovation+70
Evidence Of Traction+30
Market Timing Relevance+80
Functional Completeness+10
Subtotal+42
Usefulness Multiplierx1.09
Final Score+46

Project Details

Project URL
Description
Semiosis in the Robotic Process Automation 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