Proof of Usefulness Report

Gemba AI

Analysis completed on 2/3/2026

+5
Proof of Usefulness Score
You're In Business

The submission for Gemba AI contains critical red flags, including demonstrably false claims of traction ('most people have used my product') and a lack of specific target audience definition ('everyone'). Search verification yields no credible footprint for the project or the provided URL. While the concept of an AI copilot for construction is relevant, the complete absence of evidence, combined with low-quality response data, results in a near-zero score.

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Score Breakdown

Real World Utility+2.50
Audience Reach Impact+0.00
Technical Innovation+0.75
Evidence Of Traction+0.00
Market Timing Relevance+1.50
Functional Completeness+0.00
Subtotal+4.75
Usefulness Multiplierx1.12
Final Score+5

Project Details

Project URL
https://www.coyodaai.com/
Description
Gemba functions as the AI copilot for construction projects, offering real-time guidance. By integrating AI and generative engineering, Gemba optimizes planning, scheduling, and execution, addressing challenges like budget overruns and delays stemming from manual processes. Through personalized task assignments, seamless collaboration, and intuitive interactions facilitated by its AI bot, Gemba enhances efficiency, savings, and quality outcomes in construction management.

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