Proof of Usefulness Report

ABZU

Analysis completed on 1/4/2026

+334
Proof of Usefulness Score
Certified Problem Solver

ABZU (Abzu.ai) is a legitimate, verified Deep Tech company specializing in Explainable AI (QLattice), primarily for Pharma/Biotech research with secondary applications in Logistics. While the project possesses high technical innovation (Nature citations) and verifiable traction (~$2.7M estimated revenue, Series A funding), the submission itself is of very poor quality. It contains false claims regarding audience reach ('everyone'), traction ('most people have used my product'), and market positioning, which significantly impacted the Response Quality and Audience Reach scores. The evaluation rewards the verifiable external reality of the project's utility and innovation while penalizing the inaccurate submission data.

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Score Breakdown

Real World Utility+100
Audience Reach Impact+24
Technical Innovation+101
Evidence Of Traction+50
Market Timing Relevance+45
Functional Completeness+1
Subtotal+321
Usefulness Multiplierx1.04
Final Score+334

Project Details

Project URL
Description
ABZUis in the Logistics Tech Industry
Audience Reach
everyone
Target Users
everyone
Technologies
Logistics Supply-Chain
Traction Evidence
most people have used my product

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