Round 1 Winners!
Proof of Usefulness Report

Alcid Analytics

Analysis completed on 3/20/2026

+27.31
Proof of Usefulness Score
You're In Business

The submission describes a standard data science consulting business but includes significant red flags in its claims. Asserting that 'everyone' is the audience and 'most people have used my product' for a small 6-person agency is highly improbable and unsupported. While the core service (data analytics consulting) has real-world utility, the lack of verifiable metrics, exaggerated traction claims, and poor response quality result in a very low score, placing it far below the calibration baseline.

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Score Breakdown

Real World Utility+15.00
Audience Reach Impact+1.00
Technical Innovation+6.00
Evidence Of Traction+1.25
Market Timing Relevance+5.00
Functional Completeness+0.50
Subtotal+28.75
Usefulness Multiplierx0.95
Final Score+27

Project Details

Description
Data science and business consulting services by Mike Cunha. Based in Rochester, NY. I help clients use data to achieve their goals. From data collection, processing & analysis, to communicating the results and building out data-driven products. This frequently includes: machine learning, time-series analysis, data cleanup, one-on-one training, process improvement, natural language processing, ETL's, and more.

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