Proof of Usefulness Report

Seez

Analysis completed on 2/4/2026

+586
Proof of Usefulness Score
Industry Mainstay

Despite a low-quality submission filled with hyperbolic claims ('everyone', 'most people'), external verification confirms Seez is a highly successful automotive AI company. Founded in 2016, it pivoted from a B2C app (3M+ users) to a B2B SaaS model, achieving $4.4M ARR and was acquired by Pinewood Technologies for ~$46.2 million in Feb 2025. The score reflects its proven market value and scale, though penalized for the poor quality of the submission data.

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Score Breakdown

Real World Utility+190.0
Audience Reach Impact+136.0
Technical Innovation+120.0
Evidence Of Traction+142.5
Market Timing Relevance+90.0
Functional Completeness+2.5
Subtotal+681
Usefulness Multiplierx0.86
Final Score+586

Project Details

Project URL

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