Proof of Usefulness Report

Deepnural

Analysis completed on 1/25/2026

-18
Proof of Usefulness Score
Lab Mode

The project appears to be non-existent or a fabrication. The provided URL (deepnural.ai) does not resolve to an active website. The claim that 'most people have used my product' is demonstrably false for an undocumented entity with a claimed 30-person team. The 'marketcap: 500000' entry suggests a potential confusion with crypto-tokens or a lack of business understanding. Due to verifiable false claims and lack of an active product, the score is penalized heavily.

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Score Breakdown

Real World Utility+0.63
Audience Reach Impact+0.00
Technical Innovation+0.38
Evidence Of Traction-18.75
Market Timing Relevance+1.00
Functional Completeness+0.00
Subtotal-16.74
Usefulness Multiplierx1.05
Final Score-18

Project Details

Project URL
Description
DeepNural is a next-generation AI-driven, adaptive cybersecurity mesh that dynamically reconfigures security perimeters based on user behavior, device health, and real-time threat intelligence. Unlike traditional zero-trust models, DeepNural operates as an autonomous, self-healing cybersecurity framework that protects enterprises, remote workforces, and IoT ecosystems without manual configuration.

Algorithm Insights

Market Position
Early stage requiring focused development
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