Proof of Usefulness Report

Starseer

Analysis completed on 2/4/2026

+22
Proof of Usefulness Score
You're In Business

The project proposes a relevant solution in AI Assurance and Exposure Management, addressing critical risks like model drift and shadow AI. However, the submission lacks credibility due to verifiable falsehoods (claiming 'most people' have used the product), a non-indexed website, and a misunderstanding of target audience ('everyone' for a B2B tool). The mention of 'marketcap' and lack of verifiable traction signals suggest this is either an early-concept stage, vaporware, or a token-based project without a functional product.

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Score Breakdown

Real World Utility+7.5
Audience Reach Impact+1
Technical Innovation+3
Evidence Of Traction+0
Market Timing Relevance+8
Functional Completeness+0.25
Subtotal+19.75
Usefulness Multiplierx1.1
Final Score+22

Project Details

Project URL
Description
Starseer provides AI Assurance, Exposure Management, and Interpretability solutions. Their platform helps uncover risks in AI models, such as backdoors, jailbreaks, drift, and bias, transforming these findings into actionable intelligence. Additionally, their AI Census feature maps all AI assets, exposing shadow AI and enabling a secure framework for AI adoption.

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