Proof of Usefulness Report

Disputifier

Analysis completed on 3/24/2026

-40

Proof of Usefulness Score

Lab Mode

The project description outlines a practical B2B use case, but the submission contains severe red flags, fabricated traction claims ('most people have used my product', 'everyone'), and nonsensical revenue metrics. These unsupported and exaggerated claims result in heavy penalties across reach, traction, and response quality, driving the final score below zero per calibration guidelines.

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Score Breakdown

Real World Utility+25

Audience Reach Impact-50

Technical Innovation+15

Evidence Of Traction-62.5

Market Timing Relevance+50

Functional Completeness-12.5

Subtotal-35

Usefulness Multiplierx1.14

Final Score-40

Project Details

Project URL

disputifier.com

Description

Disputifier is the world's first fully automated end-to-end chargeback management software. We utilize machine learning to deliver industry-leading chargeback win rates while simultaneously helping prevent up to 90% of chargebacks. Our hands-off solution allows ISOs, Payment Facilitators, and merchants to instantly increase their margins while increasing processing account security.

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