Proof of Usefulness Report

AlphaROC

Analysis completed on 3/21/2026

+89.25

Proof of Usefulness Score

You're In Business

The project outlines a plausible B2B market research platform using a fine-tuned LLM, demonstrating clear utility and market relevance. However, the submission is filled with exaggerated, unverifiable claims ('everyone' uses it, 'most people have used my product', 'marketcap: 50000'). Due to these red flags, poor response quality, and an absolute lack of verifiable traction metrics, the project is severely penalized and firmly falls into the minimal traction category.

Ready to Compete for $150k+ in Prizes?

Move this data into a HackerNoon blog draft to become eligible for your share of $150k+ in cash and software prizes

View All Reports

Score Breakdown

Real World Utility+50

Audience Reach Impact+0

Technical Innovation+15

Evidence Of Traction+0

Market Timing Relevance+40

Functional Completeness+0

Subtotal+105

Usefulness Multiplierx0.85

Final Score+89

Project Details

Project URL

alpharoc.ai

Description

AlphaROC is the data science company behind occam, a machine-learning powered market research platform generating personalized, actionable insights longitudinally and at unprecedented scale. Investment firms, corporations, and trade organizations use occam to anticipate emerging trends, inform strategy and decision-making, identify target audiences, and much more. occamAI, our fine-tuned LLM, enables users across all of these organizations to ask questions like market research professionals. Your questions, answered by data.

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