Proof of Usefulness Report

Mihup Communications

Analysis completed on 1/25/2026

+615
Proof of Usefulness Score
Category Standard

Mihup is a verified, funded (Series B) Conversational AI platform with significant enterprise traction (e.g., Tata Motors), distinguishing it from early-stage projects. However, the submission itself suffers from hyperbolic claims ('most people have used my product') and vague data ('marketcap 350000000' likely refers to valuation in INR). Despite the poor submission quality, the underlying technology (vernacular voice AI) and verified market presence drive a high utility and traction score, adjusted downward for data reliability issues.

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Score Breakdown

Real World Utility+212.5
Audience Reach Impact+91.0
Technical Innovation+120.0
Evidence Of Traction+120.0
Market Timing Relevance+90.0
Functional Completeness+7.5
Subtotal+641
Usefulness Multiplierx0.96
Final Score+615

Project Details

Project URL
mihup.com
Description
Mihup is building a new frontier in Conversational AI. Our mission is to enable customised voice interface for native cloud or edge deployments while being platform agnostic. Our engines lead on vernacular language accuracy and are built to support multiple languages, accents \u0026 dialects. We understand the importance of human conversations in driving business transformation. We help businesses make sense of all customer conversations - through our Virtual Interaction Analyst : VIA - to derive actionable business insights to improve sales conversions, collections effectiveness and customer service. Our Automated Virtual Agent : AVA - virtualises query resolution/command execution for customers, while providing a human like conversation experience. These solutions find applicability in call centres, vehicles and any other industry where control through human voice is a game changer.

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