Proof of Usefulness Report
Roic AI
Analysis completed on 3/13/2026
+34.73
Proof of Usefulness Score
You're In Business
Roic AI addresses a valid market need in financial data accessibility but provides highly exaggerated and unsupported claims regarding audience reach ('everyone') and traction ('most people have used my product'). The submission lacks verifiable metrics and detailed responses, resulting in a low score commensurate with minimal proven traction.
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Score Breakdown
Real World Utility+18.75
Audience Reach Impact+1.5
Technical Innovation+9.0
Evidence Of Traction+1.25
Market Timing Relevance+7.0
Functional Completeness+0.25
Subtotal+37.75
Usefulness Multiplierx0.92
Final Score+35
Project Details
Project URL
Description
ROIC.ai is a financial data and analytics platform built for modern investors, analysts, and fintech teams. We deliver structured fundamentals, SEC filings, earnings transcripts, and stock price data through powerful APIs, Excel functions, and ChatGPT connectors—so you can build, analyze, and scale without the data overhead.
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