Proof of Usefulness Report

Starfish Labs

Analysis completed on 3/17/2026

+41.8

Proof of Usefulness Score

You're In Business

Starfish Labs offers relevant data science and AI consulting services with a team of 6 and a claimed all-time marketcap/revenue of 2.5M. However, the submission provides highly exaggerated and unsupported statements (e.g., target audience of 'everyone' and traction claiming 'most people have used my product'), leading to heavy penalties for vague and unrealistic claims.

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Score Breakdown

Real World Utility+17.5

Audience Reach Impact+3.0

Technical Innovation+3.75

Evidence Of Traction+5.0

Market Timing Relevance+8.0

Functional Completeness+0.75

Subtotal+38

Usefulness Multiplierx1.1

Final Score+42

Project Details

Project URL

starfishlabs.com

Description

Our goal is to extract the value out of data. We are a full-stack data science consultancy in the age of artificial intelligence. Services include, but are not limited to: Data Engineering - Data are large and voluminous. We have the expertise to collect, process, transform, store and manage your data. We have efficiency in mind as we use the tools right for you. AI / ML Management - We harness the power of artificial intelligence and machine learning for you. We have the expertise to build models and algorithms to be used in several applications that will help your business grow. Intelligence and Visualization - We enable your business understand what is happening and gain insights with storytelling. We help tell data stories using BI and web development tools. Strategy - Companies are overwhelmed with data and with new technologies (hint hint: generative AI), updates are fast and furious. We are here to provide a strategic data roadmap for your company to harness your information and enhance your business.

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