Proof of Usefulness Report

HiddenLayer

Analysis completed on 1/23/2026

+569
Proof of Usefulness Score
Industry Mainstay

HiddenLayer is a verified, high-profile AI security company that raised $50M in Series A funding and won the prestigious RSAC Innovation Sandbox 2023. The project addresses a critical, timely problem: securing Machine Learning models. However, the submission data provided (Project Name 'SwiftKeeper', Revenue 'marketcap: 251249610', Reach 'most people') is incoherent and likely hallucinated or spam. The score reflects the high verified value of HiddenLayer's technology and market position, heavily penalized by the poor quality of the submission response.

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Score Breakdown

Real World Utility+124.2
Audience Reach Impact+80.0
Technical Innovation+147.0
Evidence Of Traction+88.0
Market Timing Relevance+114.0
Functional Completeness+5.0
Subtotal+558.2
Usefulness Multiplierx1.02
Final Score+569

Project Details

Project URL
Description
HiddenLayer is the first productized solution for the next security frontier — your ML.

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
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