Proof of Usefulness Report

MadCity Analytics

Analysis completed on 3/20/2026

+26.45

Proof of Usefulness Score

You're In Business

MadCity Analytics offers standard data consulting and dashboard development services, providing genuine baseline utility. However, the submission suffers from highly exaggerated claims (e.g., listing 'everyone' as the target audience and claiming 'most people have used my product' for traction) alongside nonsensical financial figures ('all time marketcap: 2500000' for a 6-person agency). Due to the lack of verifiable custom technology, absent realistic traction data, and poor submission quality, the project receives heavy penalties, placing it firmly in the minimal traction category.

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Score Breakdown

Real World Utility+15

Audience Reach Impact+1

Technical Innovation+1.5

Evidence Of Traction+1

Market Timing Relevance+4

Functional Completeness+0.5

Subtotal+23

Usefulness Multiplierx1.15

Final Score+26

Project Details

Project URL

madcityanalytics.com

Description

We can help you use data to improve your business. We offer a number of services including: - Developing web and mobile applications to collect, analyze, and visualize your data - Analyzing data and preparing beautiful reports to support data-driven decisions for various stakeholders - Building dashboards and machine learning models to understand your data and make predictions in real time We specialize in the data science of biotechnology, but are also experienced serving clients in a variety of industries including: tech startup, therapeutic development, financial technology, and consumer goods.

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