Proof of Usefulness Report

Vanguard Vision Ai

Analysis completed on 2/18/2026

+380
Proof of Usefulness Score
Certified Problem Solver

Vanguard Vision Ai is a verified B2B technology company based in Colombia, specializing in AI-driven security solutions (facial recognition, LPR) with a team of ~30 employees and verifiable contracts (e.g., critical infrastructure, OneID app). However, the submission itself was of extremely low quality, containing hyperbolic claims ('audience reach: everyone', 'most people have used my product') and financial confusion ('marketcap: 2500000' likely referring to revenue or valuation). The score reflects the company's actual real-world utility and traction, heavily penalized by the poor reliability of the submission data.

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Score Breakdown

Real World Utility+148.75
Audience Reach Impact+56.00
Technical Innovation+63.00
Evidence Of Traction+100.00
Market Timing Relevance+52.50
Functional Completeness+2.50
Subtotal+422.75
Usefulness Multiplierx0.9
Final Score+380

Project Details

Description
B2B SaaS startup that leverages Vision AI & deep learning technologies to transform images and video from existing cameras into actionable data. Our solutions enable any company and security operator to increase their security productivity, proactively detect threats, optimize costs and get valuable insights to boost revenue through advanced AI video analytics.

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