Proof of Usefulness Report

Data Licensing Alliance Inc.

Analysis completed on 3/18/2026

+74.06

Proof of Usefulness Score

You're In Business

The project addresses a valid market need in AI drug discovery data, but the submission is marred by highly dubious and hyperbolic claims ('everyone' uses it, 'most people have used my product'). A lack of verifiable traction, vague technical details ('Publishing'), and confusing financial metrics ('all time marketcap: 2500000') severely limit credibility, placing it strictly in the minimal traction tier.

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Score Breakdown

Real World Utility+30.0

Audience Reach Impact+2.5

Technical Innovation+6.0

Evidence Of Traction+1.0

Market Timing Relevance+40.0

Functional Completeness+1.0

Subtotal+80.5

Usefulness Multiplierx0.92

Final Score+74

Project Details

Project URL

dladata.com

Description

We are First STEM data licensing marketplace targeted for Ai/Machine Learning. We are a platform to help data scientists license STEM data for their AI drug discovery efforts. We created the Data Licensing Alliance (DLA) with the goal to help democratize access to data. Our mission is simple - "Make Ai Smarter".

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