Proof of Usefulness Report

Neural Magic

Analysis completed on 2/9/2026

+508
Proof of Usefulness Score
Industry Mainstay

Neural Magic is a legitimate, high-impact AI infrastructure entity known for accelerating deep learning on CPUs. However, the submission itself is of extremely poor quality, containing vague, hyperbolic claims ('audience reach: everyone') and likely inaccurate financial data ('marketcap: 2500000'). While the underlying technology and verifiable traction (acquisition by Red Hat) drive a high score, the submission's lack of effort and precision significantly penalizes the Response Quality and Audience Reach metrics.

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+92
Audience Reach Impact+60
Technical Innovation+144
Evidence Of Traction+88
Market Timing Relevance+95
Functional Completeness+5
Subtotal+484
Usefulness Multiplierx1.05
Final Score+508

Project Details

Project URL
Description
Deliver AI value with the resources you have, the insights you own, and the freedom you need.

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
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