Proof of Usefulness Report

ENOT

Analysis completed on 1/20/2026

+248
Proof of Usefulness Score
Gaining Momentum

ENOT.ai is a legitimate deep-tech startup offering neural network compression for edge devices, with verifiable pilot projects (LG, Huawei) and seed funding. However, the project submission itself was of extremely low quality ('StarForge', 'most people have used my product'), requiring independent verification. While the technology (10-20x acceleration) and market timing are excellent, the claimed audience reach ('everyone') is inaccurate for a B2B product. The score reflects a promising seed-stage venture (100-250 range) penalized heavily for poor submission integrity.

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Score Breakdown

Real World Utility+20.0
Audience Reach Impact+2.0
Technical Innovation+12.75
Evidence Of Traction+5.0
Market Timing Relevance+9.0
Functional Completeness+0.25
Subtotal+49.0
Usefulness Multiplierx1.01
Final Score+248

Project Details

Project URL
Description
ENOTis in the Software Libraries Industry

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