Proof of Usefulness Report

Longlisted Limited

Analysis completed on 3/10/2026

+27.43

Proof of Usefulness Score

You're In Business

The project targets a legitimate B2B use case in AI-driven recruitment but provides highly exaggerated and unsupported claims ('most people have used my product', 'all time marketcap: 500000'). Audience reach and evidence of traction are poorly substantiated. Technical innovation lacks concrete details. The final score reflects minimal verifiable traction, vague claims, and poor response quality.

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Score Breakdown

Real World Utility+15.0

Audience Reach Impact+1.0

Technical Innovation+3.0

Evidence Of Traction+0.625

Market Timing Relevance+6.0

Functional Completeness+0.25

Subtotal+25.875

Usefulness Multiplierx1.06

Final Score+27

Project Details

Project URL

longlisted.ai

Description

Longlisted delivers boardroom-ready talent maps for senior, specialist and hard-to-fill roles. We combine human instinct with AI insight to give hiring leaders clarity in days, not weeks. Our advanced models scan across the wider web, uncovering every viable candidate and every digital mention, not just what's visible on LinkedIn. With flat, transparent fees and outputs that include salary signals, diversity data and actionable longlists, you can see the full market and act with confidence, without delay.

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