Proof of Usefulness Report

Mudrick & Associates

Analysis completed on 3/20/2026

+65

Proof of Usefulness Score

You're In Business

The submission features highly contradictory and unverifiable claims. While the concept of a performance-based AI consulting firm has potential market relevance, assertions like 'everyone' for audience reach and 'most people have used my product' contradict the B2B nature of the business and its recent 2024 launch. The lack of concrete traction evidence results in a very low score.

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Score Breakdown

Real World Utility0.25)

Audience Reach Impact0.20)

Technical Innovation0.15)

Evidence Of Traction0.25)

Market Timing Relevance0.10)

Functional Completeness0.05)

Subtotal+68.75

Usefulness Multiplierx0.95

Final Score+65

Project Details

Project URL

fiduciaries.ai

Description

At MUDRICK & ASSOCIATES, we are a specialized data science consulting firm that designs and delivers custom AI and machine learning solutions. As fiduciaries, we act in the best interests of our partners — committed to maximizing value through measurable impact. Our compensation model is performance-based: we are paid when we generate profit or cost savings for our partners. This approach minimizes risk for our clients and reflects our confidence in the results we deliver. Backed by a team of innovative, results-driven data scientists that have generated over $750 million in incremental revenue.

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