Proof of Usefulness Report

Gooder AI Inc.

Analysis completed on 3/18/2026

-96

Proof of Usefulness Score

Lab Mode

The submission contains significant red flags, including highly exaggerated claims ('most people have used my product'), impossible audience metrics ('everyone'), and a complete lack of technical depth ('Internet' as the only listed technology). While the core concept of evaluating predictive AI models based on business ROI addresses a valid market need, the vague and unverifiable nature of the application warrants a severely negative score.

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Score Breakdown

Real World Utility+50

Audience Reach Impact-50

Technical Innovation-15

Evidence Of Traction-85

Market Timing Relevance+25

Functional Completeness-12.5

Subtotal-87.5

Usefulness Multiplierx1.1

Final Score-96

Project Details

Project URL

gooder.ai

Description

Most of predictive AI’s value evaporates. Capture it with Gooder AI. Gooder AI addresses a fundamental flaw with the typical predictive model development process. It evaluates models in terms of business metrics like profit/ROI/savings, rather than only the technical metrics like AUC/precision/recall that are typically used. Why? If you aren’t measuring business value, you’re not pursuing business value. Adopt Gooder AI to drive machine learning deployment so that it delivers a business impact.

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