Round 1 Winners!
Proof of Usefulness Report

CleanRobotics

Analysis completed on 3/23/2026

+236
Proof of Usefulness Score
Gaining Momentum

CleanRobotics aims to solve a genuine waste management problem with Trashbot™ by combining ML and robotics for automated recycling. While the technical innovation, utility, and problem-solution fit are strong, the submission is severely penalized for vague and highly exaggerated claims ('everyone' audience, 'most people have used my product'). Furthermore, despite a 2015 launch date, the traction evidence relies on outdated media coverage from 2016-2020 rather than concrete current metrics. Consequently, Quality Factors were reduced to 0.5 across reach, traction, and response quality, placing the project in the small but promising calibration tier.

Ready to Compete for $150k+ in Prizes?

Move this data into a HackerNoon blog draft to become eligible for your share of $150k+ in cash and software prizes

View All Reports

Score Breakdown

Real World Utility+150
Audience Reach Impact+5
Technical Innovation+75
Evidence Of Traction+12.5
Market Timing Relevance+50
Functional Completeness+2.5
Subtotal+295
Usefulness Multiplierx0.8
Final Score+236

Project Details

Description
CleanRobotics is a mission driven startup that is reinventing the way we think about recycling across the globe. Our flagship product, Trashbot™ eliminates pitfalls commonly associated with waste collections by identifying and robotically sorting items as they are deposited into the robot. Our data helps facilities approach zero waste while materially impacting their carbon footprint. THE PROBLEM Recycling is hard. Rules change from place to place, new regulations are frequently introduced, and people are confused. Waste management remains the one process that corporations cannot measure or effectively sort. The burden of recycling is placed on individuals, and it is hard for busy people to get educated and keep up with the changing regulations. OUR SOLUTION What if there was a smart trash can that took care of recycling for you? You would no longer have to think about manually separating your recyclables. What if there was a Trashbot™ that took your waste, separated the actual trash from recyclable waste and dynamically updated your waste management processes with data on trash and recycling? Introducing Trashbot™, a robotic trash can combining next-generation robotics and sensor technology to automatically sort recyclables from everyday trash. Articles on CleanRobotics and TrashBot: Geekwire: https://www.geekwire.com/2018/meet-trashbot-cleanrobotics-using-machine-learning-keep-recycling-going-waste/ Medium: https://medium.com/makersbootcamp/sort-it-out-a-smart-trash-bin-from-cleanrobotics-66a46bedff11 Maxim: https://www.maxim.com/gear/trashbot-sort-recycling-for-you-2020-2 TechCrunch: https://techcrunch.com/2016/02/09/the-trashbot-will-eat-and-sort-your-garbage/

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