Proof of Usefulness Report

Viaduct

Analysis completed on 2/18/2026

+298
Proof of Usefulness Score
Gaining Momentum

The project URL points to Viaduct.ai, a legitimate Series B funded company specializing in automotive AI and predictive maintenance. However, the submission itself appears to be low-effort spam or impersonation, containing factually incorrect data (claiming 'everyone' as the audience, citing 'DeepSpirit' as the name, and listing a nonsensical 'marketcap'). While the underlying technology and company are high-value, the score is heavily penalized due to the lack of submitted evidence, false claims, and poor response quality. The evaluation reflects the verified reality of Viaduct.ai but discounts it significantly for the submission's failure to provide accurate proof.

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Score Breakdown

Real World Utility+40.00
Audience Reach Impact+20.00
Technical Innovation+40.00
Evidence Of Traction+30.00
Market Timing Relevance+35.00
Functional Completeness+5.00
Subtotal+31.25
Usefulness Multiplierx0.95
Final Score+298

Project Details

Project URL
Description
www.viaduct.ai

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