Proof of Usefulness Report

Liv.

Analysis completed on 1/25/2026

+12
Proof of Usefulness Score
You're In Business

The submission suffers from critical disconnects between the provided data and verifiable reality. The domain 'liv-technology.com' belongs to an established Home Automation/AV integration firm, yet the project description pitches an unreleased 'Emotionally Intelligent AI'. The traction claim ('most people have used my product') is objectively false for either the AV firm or the unreleased AI. The revenue figure ('marketcap: 500000') is nonsensical in unit and scale for a 125-person team. These red flags suggest a low-quality or fantasy submission co-opting an existing business domain.

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Score Breakdown

Real World Utility+20
Audience Reach Impact+0
Technical Innovation+10
Evidence Of Traction+0
Market Timing Relevance+30
Functional Completeness+10
Subtotal+13.25
Usefulness Multiplierx0.9
Final Score+12

Project Details

Description
LIV Technology builds emotionally intelligent AI that doesn’t simulate empathy—it reveals patterns. Our mission is to make psychology measurable and scalable. From self-awareness to executive power dynamics, we’re turning emotional insight into operating systems. First product: Liv A – an AI that helps users see what’s driving their behavior. We don’t comfort. We clarify. Learn more at [LivTech.ai] (link once live).

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