Proof of Usefulness Report

Yellow.AI (Formerly Yellow Messenger)

Analysis completed on 2/2/2026

+755
Proof of Usefulness Score
Unicorn Utility

Yellow.AI (formerly Yellow Messenger) is a verified major enterprise Conversational AI platform with significant traction (Series C funded, >$100M raised, ~1000 employees). While the project is of high verifiable utility and scale, the submission itself was of extremely low quality, containing vague claims ('most people have used my product') and inconsistent data. The score reflects the massive real-world scale and traction of the entity, penalized slightly for the lack of detail and effort in the specific submission.

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Score Breakdown

Real World Utility+225.0
Audience Reach Impact+180.0
Technical Innovation+120.0
Evidence Of Traction+237.5
Market Timing Relevance+90.0
Functional Completeness+5.0
Subtotal+857.5
Usefulness Multiplierx0.88
Final Score+755

Project Details

Project URL
yellowmessenger.com
Description
Yellow Messenger is Asia's largest Conversational AI platform for enterprises. Yellow Messenger was founded in 2015 with more than 100+ customers and 150 Employees around the globe and is funded by Lightspeed Ventures and prominent angel investors.\n\nWe are building the end-to-end Infrastructure which enables developers to build the best Conversation channels in the market, the platform also boasts of its capabilities for Document cognition, Analytics module and a service desk for agents to handle conversations.\n\nCome join us!

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