Proof of Usefulness Report

RandomCoffee

Analysis completed on 1/28/2026

+321
Proof of Usefulness Score
Certified Problem Solver

RandomCoffee is a verifiable B2B SaaS platform for employee engagement with significant traction, including enterprise clients like Danone, Orange, and backing from SAP.iO. While the submission data was low-quality (generic/hyperbolic claims), external verification confirms a strong market position, functional technology, and a team size consistent with a post-revenue scale-up. The project solves a genuine problem in the hybrid work era, justifying a high score despite the poor submission quality.

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Score Breakdown

Real World Utility+85.0
Audience Reach Impact+60.0
Technical Innovation+39.0
Evidence Of Traction+135.0
Market Timing Relevance+36.0
Functional Completeness+1.0
Subtotal+356
Usefulness Multiplierx0.90
Final Score+320

Project Details

Description
RandomCoffee is a solution for internal networking that connects employees based on their skills, interests and expectations. The aim of the tool is to drive happiness and motivation within organizations. \n\nThe benefits are the following: \n- energize your work environment \u0026 improve your employee retention\n- create social ties between co-workers, arouse their curiosity and give rise to new ideas/methods\n- learn from your colleagues by sharing best practices\n- foster the integration process of the new hires

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
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