Proof of Usefulness Report

Lupeon

Analysis completed on 2/8/2026

+588
Proof of Usefulness Score
Industry Mainstay

Lupeon appears to be a legitimate, established Brazilian logistics technology firm (LogTech) founded in 2015 with significant operational scale (350 employees, R$2B freight audited). The project demonstrates high real-world utility by optimizing freight costs for industries. However, the submission quality is critically poor, containing copy-paste errors ('most people have used my product') and exaggerated audience claims ('everyone'), which contradicts the B2B nature of the business. While the underlying business fundamentals warrant a high score comparable to established scale-ups, the score is dampened by the low-quality input data and necessary penalties for accuracy.

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Score Breakdown

Real World Utility+21.25
Audience Reach Impact+11.20
Technical Innovation+9.00
Evidence Of Traction+14.00
Market Timing Relevance+8.00
Functional Completeness+0.50
Subtotal63.95 (Base 0-100) -> 639.5 (Scaled to 1000)
Usefulness Multiplierx0.92
Final Score+588

Project Details

Project URL
lupeon.com.br
Description
A Lupeon é uma empresa especialista em Gestão e Auditoria de Fretes, conectamos empresas com os recursos certos para ajuda-las a tornar a gestão de fretes mais eficiente e segura. Assim, através de processos, alta tecnologia e uma equipe de especialistas automatizamos e cuidamos de cada detalhe da gestão de frete, ao mesmo tempo em que aplicamos análises de dados avançados para facilitar, auditar e destacar áreas de melhoria nas organizações. Com isso, ajudamos empresas a focarem em seu core business ganhando mais tempo e energia para expandirem cada vez mais. A Lupeon já auditou mais de R$ 15 milhões de viagens e R$ 2 bilhões em fretes, oferecendo uma média de 15% de saving para indústrias e embarcadores.

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