Proof of Usefulness Report

Gradient

Analysis completed on 1/22/2026

+68
Proof of Usefulness Score
You're In Business

Gradient Comfort is a legitimate, high-potential hardware startup with significant external validation (TIME Best Invention, venture backing). However, the Proof of Usefulness submission itself is of extremely low quality, containing false claims ('most people have used my product') and inaccurate data ('productivity' tag). While the real-world utility and market timing are exceptional, the score is heavily penalized by the lack of verifiable evidence provided in the submission and the 'Minimal Traction' (<50k users) bucket applicable to its current hardware deployment scale compared to mass-market software.

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Score Breakdown

Real World Utility+23.75
Audience Reach Impact+5.0
Technical Innovation+13.5
Evidence Of Traction+8.75
Market Timing Relevance+9.5
Functional Completeness+0.25
Subtotal+60.75
Usefulness Multiplierx1.12
Final Score+68

Project Details

Description
The Gradient is a high efficiency heat pump that customers can install in their homes without any special tools or skills. It helps decarbonize home heating and cooling while being aesthetically pleasing and easy to use.

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