Proof of Usefulness Report

Cd4iot

Analysis completed on 2/28/2026

+1
Proof of Usefulness Score
You're In Business

The submission for Cd4iot contains highly dubious and unverifiable claims. Specifically, the statement that 'most people have used my product' contradicts the complete lack of search results for the provided domain or brand name. The reported 'marketcap' of 50,000 is incoherent with a claimed team size of 30 people and a launch date of 2019. The response quality is extremely low, lacking specific technical details or verifiable metrics. This appears to be a test submission or a non-operational project with no real-world footprint.

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Score Breakdown

Real World Utility+0.25
Audience Reach Impact+0.00
Technical Innovation+0.00
Evidence Of Traction+0.00
Market Timing Relevance+0.50
Functional Completeness+0.00
Subtotal+0.75
Usefulness Multiplierx1.15
Final Score+1

Project Details

Project URL
Description
At CD4IOT, we specialize in developing private and scalable artificial intelligence (AI) solutions. We also offer IoT based services with a customizable platform.

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