Proof of Usefulness Report

Clean Data Inc.

Analysis completed on 1/24/2026

+18
Proof of Usefulness Score
You're In Business

The submission presents a critical contradiction: the provided URL (cleandatainc.com) belongs to a verified Data Consultancy firm in Portland, while the project description claims to be a 'semi-autonomous driving' technology company. Search evidence confirms the consultancy does not work in autonomous driving, and the submitter 'MysticRider' appears associated with a local driving school. Additionally, traction claims such as 'most people have used my product' are demonstrably false. The submission is evaluated as likely spam or a hallucinated project concept using a hijacked URL.

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Score Breakdown

Real World Utility+20
Audience Reach Impact+0
Technical Innovation+10
Evidence Of Traction+0
Market Timing Relevance+20
Functional Completeness+0
Subtotal+25
Usefulness Multiplierx0.72
Final Score+18

Project Details

Project URL
Description
CleanData develops semi-autonomous driving technologies to optimize urban driving in all circumstances when the driver cannot do it alone and autonomous driving does not know how to do it. Assist your vehicles and drivers remotely to drastically improve your business outcomes. Our platform uses on-board intelligent tools to capture and AI-analyse data on the behaviour and reactions of the vehicle and the driver, and the conditions in and around the vehicle. Deep Reinforcement Learning algorithms continuously improve human and machine decision-making. CleanData’s mission is to accelerate the transition to autonomous driving in complex urban traffic using today’s vehicles. We want to empower businesses, commuters, and cities together to make urban driving easier, more sustainable and safer.

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