Proof of Usefulness Report

Sift

Analysis completed on 2/16/2026

+479
Proof of Usefulness Score
Industry Mainstay

Sift is a well-established, unicorn-status fraud prevention platform with massive real-world utility and reach (clients include DoorDash, Yelp). However, the specific submission ('SwiftClaw') is of low quality, providing generic technology descriptions ('Computer Software'), vague claims ('most people'), and inaccurate financial data ('75M marketcap' vs actual >$1B valuation). The score reflects the undeniable success of the underlying company, significantly dampened by the lack of effort and precision in the submission materials.

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Score Breakdown

Real World Utility+135
Audience Reach Impact+82
Technical Innovation+36
Evidence Of Traction+143
Market Timing Relevance+54
Functional Completeness+6
Subtotal+456
Usefulness Multiplierx1.05
Final Score+479

Project Details

Project URL
Description
Sift is the AI-powered fraud platform delivering identity trust for leading global businesses. Our deep investments in machine learning and user identity, a data network scoring 1 trillion events per year, and a commitment to long-term customer success empower more than 700 customers to grow fearlessly. Brands including DoorDash, Yelp, and Poshmark rely on Sift to unlock growth and deliver seamless consumer experiences. Visit us at sift.com.

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