Proof of Usefulness Report

Transdiagnostics

Analysis completed on 2/11/2026

+314
Proof of Usefulness Score
Certified Problem Solver

The project refers to 'Transdiagnostics', a legitimate Australian rail technology company (product 'Transend', not 'WhisperHeart') with verifiable traction including a 4-year trial in Queensland and recent press coverage. However, the submission quality is extremely poor, containing hallucinated details ('most people have used my product', audience 'everyone') and incorrect product naming. While the real-world utility and market timing for freight rail IoT are high, the score is heavily penalized due to the submission's inaccuracy and lack of professional evidence.

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Score Breakdown

Real World Utility+42.5
Audience Reach Impact+15.0
Technical Innovation+35.0
Evidence Of Traction+20.0
Market Timing Relevance+90.0
Functional Completeness+5.0
Subtotal+331
Usefulness Multiplierx0.95
Final Score+314

Project Details

Description
With over 60 years of experience in the freight rail industry, Transdiagnostics is on a mission to transform the freight rail industry through AI, IoT and real-time feedback to unlock enormous operational and safety gains.

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