Proof of Usefulness Report

Rose AI

Analysis completed on 2/3/2026

+251
Proof of Usefulness Score
Gaining Momentum

Rose AI is a legitimate, high-potential Series A/Seed stage financial data platform ($5.8M raised) offering significant utility through generative AI and agentic data processing. However, the submission quality was extremely poor, featuring unverifiable claims ('most people have used my product') and nonsensical data ('marketcap: null'). The score reflects the strong underlying reality of the technology and market timing, heavily penalized by the submission's lack of credible evidence and the 'Quality Factor' reductions for false claims.

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Score Breakdown

Real World Utility+90.0
Audience Reach Impact+16.0
Technical Innovation+66.2
Evidence Of Traction+32.5
Market Timing Relevance+38.0
Functional Completeness+1.0
Subtotal+243.7
Usefulness Multiplierx1.03
Final Score+251

Project Details

Project URL
https://rose.ai
Description
Rose AI is a cutting-edge cloud data platform that leverages generative AI to help users find, visualize, and share data. By combining powerful natural language processing and state-of-the-art open-source LLMs, we empower knowledge workers to research at the speed of thought, starting with the finance industry. Our platform simplifies the process of accessing, manipulating, and visualizing data, providing a single source of truth that is fully auditable and easy to use.

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