Proof of Usefulness Report

Lobby4

Analysis completed on 3/23/2026

+91.23

Proof of Usefulness Score

You're In Business

Project Lobby4 presents an interesting concept for AI-assisted business networking but suffers from significantly exaggerated claims (e.g., claiming 'most people have used my product' while still being a pre-seed open beta). The listed technologies ('Internet') and target audience ('everyone') demonstrate poor response quality and a lack of a focused go-to-market strategy. The $2.5M market cap claim lacks verifiable revenue data. Due to these discrepancies and unsubstantiated traction, the project is scored in the minimal verified traction tier.

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Score Breakdown

Real World Utility+37.5

Audience Reach Impact+5.0

Technical Innovation+15.0

Evidence Of Traction+2.5

Market Timing Relevance+50.0

Functional Completeness+1.25

Subtotal+111.25

Usefulness Multiplierx0.82

Final Score+91

Project Details

Project URL

lobby4.com

Description

Lobby4 LLC - We are a pre-seed AI-powered startup on a mission to revolutionize business networking in a way you never thought is possible. AI-POWERED business networking with live AI-ASSISTANT support for 1:1 video calls and NETWORKING ROI optimization. Lobby4 is an AI-powered SaaS platform designed to transform professional networking through the application of game-theory principles and AI/Machine Learning. The platform creates a secure environment that facilitates verified, online, one-on-one interactions, enabling professionals to establish authentic and meaningful connections. Through features such as personalized lobbies, ranking systems, and AI-driven oversight, Lobby4 enhances both the efficiency and effectiveness of networking, even for various levels of intro and extroversion. The platform leverages advanced algorithms to filter and match users with the most relevant contacts based on their specific needs, ensuring every connection counts. MVP/Open Beta is available for public access! Check it out and let us know what you think! Thanks! Please follow/subscribe! MEMBER OF: LISA - Stanford GSB LEAD Incubator & Startup Accelerator DEVELOPED IN POLAND WITH LOVE ✌🏻

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