Proof of Usefulness Report

Quantum Ai LLC

Analysis completed on 2/17/2026

+145
Proof of Usefulness Score
Gaining Momentum

Quantum AI LLC is a legitimate boutique aviation safety consultancy led by recognized expert Tracy Lamb, specializing in SMS/QMS for the emerging UAM/drone sector. However, the submission quality is extremely poor, containing factually incorrect claims about audience reach ('everyone', 'most people') which contradict the specialized B2B nature of the business. While the project has real-world utility and verified leadership, it operates on a small scale (reselling AIRS Vision platform) and is not a mass-market product as claimed.

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Score Breakdown

Real World Utility+96.0
Audience Reach Impact+6.0
Technical Innovation+18.0
Evidence Of Traction+30.0
Market Timing Relevance+25.5
Functional Completeness+0.75
Subtotal+152.25
Usefulness Multiplierx0.95
Final Score+145

Project Details

Project URL
quantum-ai.global
Description
Quantum AI LLC provides intelligent solutions for advanced aviation, automated transport, and industrial industries. Based in Houston’s energy corridor, Texas, USA, Quantum AI is the exclusive AIRS and AIRS Vision™ SMS/QMS platform provider in the USA, South America, and Canada. Tracy Lamb is co-founder and co-owner of AIRS Vision™. Quantum AI is at the forefront of emerging regulations relating to Advanced and Urban Air Mobility (A/UAM) Uncrewed Aircraft Systems, addressing some of the primary challenges of predictive safety and risk systems. Quantum AI provides the intelligence behind big data, AIRS and AIRS Vision™ is a fully integrated SMS/QMS & Operational Resilience platform for safety-critical industries such as aviation, advanced aviation, uncrewed aviation, and autonomous systems. These intelligence solutions include critical safety leadership training to support CEOs and senior leaders in driving safety and business resilience strategies.

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