Proof of Usefulness Report

Trouble Tracker

Analysis completed on 3/21/2026

+77.63

Proof of Usefulness Score

You're In Business

The application addresses a genuine e-commerce problem (chargebacks and fraud), establishing baseline utility. However, the submission exhibits severe red flags. Claims regarding audience reach ('everyone') and traction ('most people have used my product') are highly exaggerated and unsupported by verifiable active user metrics. Additionally, the stated technologies ('Management Consulting') contradict the description's claims of machine learning. Due to the lack of evidence and poor response quality, the score reflects minimal to negative verifiable traction.

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Score Breakdown

Real World Utility+75.0

Audience Reach Impact+0.0

Technical Innovation+3.75

Evidence Of Traction-12.5

Market Timing Relevance+20.0

Functional Completeness+0.0

Subtotal+86.25

Usefulness Multiplierx0.9

Final Score+78

Project Details

Project URL

troubletracker.app

Description

Trouble Tracker is a Shopify App that alerts you to problematic customers and orders, potential shipping issues, previous chargeback disputers and other "bad customer" profiles. The app includes automated processes to confirm identification details as well as machine learning & automation to hunt down problem customers and orders prior to fulfillment. Chargeback Resolver is our post-fulfillment dispute management service that is the easiest way for merchants to remove this cumbersome process. Our service recovers lost revenue and relieves merchants of the time-waste and personnel focus on the manual counters to these claims, often yielding low success rates and missed opportunities for revenue recovery.

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