Round 1 Winners!
Proof of Usefulness Report

Deep Signal Technologies LLC

Analysis completed on 3/20/2026

+70
Proof of Usefulness Score
You're In Business

The project addresses a valid niche use case (Machine Learning automation for the NinjaTrader platform), but the submission is marred by exaggerated and unverifiable claims such as stating the audience is 'everyone' and traction is 'most people have used my product'. Additionally, the revenue metric is inaccurately reported as a 'marketcap'. Due to the lack of credible evidence, questionable claims, and poor response quality, the project is placed in the minimal traction tier.

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Score Breakdown

Real World Utility+25
Audience Reach Impact+1
Technical Innovation+30
Evidence Of Traction+1.25
Market Timing Relevance+20
Functional Completeness+0.25
Subtotal+77.5
Usefulness Multiplierx0.9
Final Score+70

Project Details

Project URL
Description
Deep Signal Technologies is a financial software company that sells an extension of the NinjaTrader trading platform to create machine learning models used for trading equities. The Deep Signal Library will automate the process of creating machine learning models by creating, cleansing and normalizing the instrument data. It will then search for the best machine learning algorithm to use for the particular data set. Please visit our website for more info. Risk Disclosure: deepsignal.tech/risk-disclosure

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