Proof of Usefulness Report

Vidal Engineering Lda

Analysis completed on 3/11/2026

-38.5

Proof of Usefulness Score

Lab Mode

The submission features severe red flags, including demonstrably false claims of reaching 'everyone', highly improbable usage statistics ('most people have used my product'), and bizarre financial metrics ('all time marketcap: 500000') for a traditional 6-person B2B engineering firm. While the sector itself (automotive CAE and passive safety) has high utility, the spam-like responses and completely unverifiable traction severely penalize the evaluation, landing the score below zero.

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Score Breakdown

Real World Utility+50

Audience Reach Impact-25

Technical Innovation+15

Evidence Of Traction-75

Market Timing Relevance+10

Functional Completeness-10

Subtotal-35

Usefulness Multiplierx1.1

Final Score-38

Project Details

Project URL

vidal.engineering

Description

Expert automotive engineering, CAE solutions, passive safety systems, and AI-powered crash test analysis. Serving automotive and technical industries with precision and passion.

Algorithm Insights

Market Position

Early stage requiring focused development

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