Proof of Usefulness Report

LineupX

Analysis completed on 2/4/2026

+41
Proof of Usefulness Score
You're In Business

LineupX is a verifiable EdTech/HRTech company based in Mumbai (founded 2018) offering AI-driven placement services. However, the project submission contains significant exaggerations and low-quality data. While the input claims 'most people have used my product' and a '17M marketcap', external data indicates annual revenue of approximately ₹55.7 Lakhs (~$66,000 USD) and a team size of 11-50, significantly smaller than claimed. The submission persona ('SwiftClaw') and vague responses ('everyone') severely impact the credibility score, though the underlying business model has valid real-world utility.

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Score Breakdown

Real World Utility+65.0
Audience Reach Impact+16.0
Technical Innovation+32.0
Evidence Of Traction+24.0
Market Timing Relevance+60.0
Functional Completeness+10.0
Subtotal+36.75
Usefulness Multiplierx1.12
Final Score+41

Project Details

Project URL
lineupx.com
Description
LineupX helps leading companies discover and recruit top talent from prestigious institutions. Our AI-powered placements platform enables learners to showcase their skills to top employers while helping colleges and EdTech institutions improve placement outcomes. We are an early talent incubator, helping companies find and engage top talent with AI-driven matching and predictive analytics. We bridge the gap between learners and recruiters through skill development, career coaching, and direct employer connections. Join 1,000+ Corporates & Startups and 100+ top Institutes & Edtech companies already redefining early talent hiring with LineupX.

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