Proof of Usefulness Report

Invisible AI

Analysis completed on 1/23/2026

+393
Proof of Usefulness Score
Certified Problem Solver

Invisible AI is a verified Series A computer vision company with significant traction (e.g., Toyota partnership, $21M+ funding) and high real-world utility in manufacturing ergonomics. However, the submission itself contained inaccurate, lazy claims ('most people have used my product', 'everyone') which severely impacted the Response Quality score. The project is technically advanced (Edge AI) and solves a genuine industrial problem, justifying a high score despite the poor submission quality.

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Score Breakdown

Real World Utility+90.0
Audience Reach Impact+48.0
Technical Innovation+81.0
Evidence Of Traction+95.0
Market Timing Relevance+36.0
Functional Completeness+1.0
Subtotal+351
Usefulness Multiplierx1.12
Final Score+393

Project Details

Project URL
invisible.ai
Description
At Invisible AI our goal is to create a digital tool to error-proof manufacturing processes. Invisible AI's computer vision platform monitors body posture and ergonomics to give operators real-time feedback. We help ensure processes are done correctly and safely, every time.\n\nYou can learn more at https://www.invisible.ai

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