Proof of Usefulness Report

IRIS R&D Group

Analysis completed on 1/24/2026

+97
Proof of Usefulness Score
You're In Business

The project refers to IRIS R&D Group, a legitimate Canadian infratech company offering AI-based road patrolling and pavement assessment solutions (irisGO). The company has verifiable B2G traction, including municipal contracts (City of Vaughan, Hamilton) and industry awards (Smart 50). However, the submission itself ('DeepGale') contains significant inaccuracies, claiming 'everyone' as the audience and providing generic, low-quality responses. The score reflects the high real-world utility and verified technical innovation of the actual business, severely penalized by the poor submission quality and niche B2G scale compared to mass-market calibration benchmarks.

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Score Breakdown

Real World Utility+33.75
Audience Reach Impact+6.00
Technical Innovation+18.00
Evidence Of Traction+22.50
Market Timing Relevance+9.00
Functional Completeness+0.25
Subtotal+89.5
Usefulness Multiplierx1.08
Final Score+97

Project Details

Project URL
Description
IRIS R&D Group is a technology-driven company focused on developing innovative solutions for smart cities and infrastructure management. With a commitment to enhancing urban environments, the company specializes in creating advanced sensor technologies and data analytics platforms that help municipalities and organizations optimize their operations and improve public safety. By leveraging cutting-edge research and development, IRIS R&D Group aims to provide sustainable and efficient solutions that address the challenges of modern urban living. Their expertise in integrating technology with real-world applications positions them as a leader in the field of smart city innovations.

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