Proof of Usefulness Report

Nebuly

Analysis completed on 2/8/2026

+138
Proof of Usefulness Score
Gaining Momentum

Nebuly is a verified, venture-backed startup (approx. $17M valuation) with significant open-source traction (over 8,000 GitHub stars on legacy tools like 'optimate'). While the submission itself was low-quality and contained hyperbolic claims (e.g., 'everyone', 'most people'), external verification confirms it is a legitimate, high-potential player in the emerging LLM analytics space. The project is pivoting from model optimization to user analytics, a timely and critical vertical. The score reflects the strong underlying technology and market position, heavily penalized by the lack of detail and professionalism in the specific submission provided.

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Score Breakdown

Real World Utility+90
Audience Reach Impact+50
Technical Innovation+85
Evidence Of Traction+85
Market Timing Relevance+95
Functional Completeness+20
Subtotal+74.5
Usefulness Multiplierx1.15
Final Score+86

Project Details

Project URL
Description
Nebuly is the user experience platform for LLM-powered products, enabling you to capture how your users interact with your models and take corrective actions to improve your LLMs responses. The platform helps you understand what your LLM users like, what they don’t and why, what are the most asked questions and how you can improve your LLM products to delight your customers. Nebuly platform empowers your team with instant insights from LLM user 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