Proof of Usefulness Report

LeadChat

Analysis completed on 1/24/2026

+261
Proof of Usefulness Score
Gaining Momentum

LeadChat is a verifiable, established business providing managed live chat agents, which grants it baseline utility and traction points despite a very low-quality submission. The submission itself contains false claims ('most people have used my product', 'audience: everyone') and lacks critical data (revenue, team size), resulting in severe penalties to quality factors. While the underlying business model is proven, its reliance on human agents faces significant headwinds from AI automation, reducing market timing relevance. The score reflects the existence of the legitimate entity weighed against the poor quality and questionable accuracy of the specific project input provided.

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Score Breakdown

Real World Utility+13.0
Audience Reach Impact+5.0
Technical Innovation+1.5
Evidence Of Traction+6.25
Market Timing Relevance+3.0
Functional Completeness+0.25
Subtotal+29.0
Usefulness Multiplierx0.90
Final Score+261

Project Details

Project URL
Description
LeadChat provides data-rich lead generation, combining technology, science and psychology and powered by a real human live chat sales team.

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