Proof of Usefulness Report

Alignment Research Center

Analysis completed on 3/17/2026

-71.5

Proof of Usefulness Score

Lab Mode

The Alignment Research Center (ARC) is a legitimate AI safety organization, but this submission appears fraudulent or low-effort. Claims such as 'most people have used my product' and an 'all time marketcap' for a non-profit are demonstrably false. Heavy penalties were applied due to unverifiable traction and severe red flags in the response quality, resulting in a negative overall score.

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Score Breakdown

Real World Utility+75

Audience Reach Impact-50

Technical Innovation+30

Evidence Of Traction-125

Market Timing Relevance+30

Functional Completeness-25

Subtotal-65

Usefulness Multiplierx1.1

Final Score-71

Project Details

Project URL

alignment.org

Description

The Alignment Research Center (ARC) is a non-profit research organization whose mission is to align future machine learning systems with human interests.

Algorithm Insights

Market Position

Early stage requiring focused development

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