Proof of Usefulness Report

MobileFi Inc.

Analysis completed on 2/25/2026

+41
Proof of Usefulness Score
You're In Business

MobileFi Inc. appears to be a legitimate early-stage/stealth startup based in Redmond (verified via IANA PEN registration), addressing a high-value market in enterprise private 5G/connectivity. However, the submission quality is critically low, containing contradictory claims (e.g., 'currently operating in stealth mode' vs. 'most people have used my product') and vague targeting ('everyone'). While the 'trillion-dollar opportunity' is real, the lack of verifiable traction, the dubious 'marketcap' revenue figure, and the false usage claims severely penalize the score, placing it in the 'Minimal Traction' tier.

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Score Breakdown

Real World Utility+15.0
Audience Reach Impact+2.0
Technical Innovation+10.5
Evidence Of Traction+1.25
Market Timing Relevance+8.5
Functional Completeness+0.5
Subtotal+37.75
Usefulness Multiplierx1.08
Final Score+41

Project Details

Project URL
Description
At MobileFi, we envision a world where seamless mobile connectivity empowers businesses and individuals to unleash their full potential, driving unprecedented innovation and economic progress. We recognize a vast, untapped trillion-dollar opportunity in Enterprise Mobile Connectivity. This includes millions of private 5G/LTE networks, billions of connected robots and vehicles, tens of billions of intelligent IoT devices, and countless AI-powered applications. Yet, enterprises today face fragmented, cumbersome, and expensive offerings that fail to meet their unique connectivity needs. MobileFi's cloud-native, intelligent Connectivity-as-a-Service (CaaS) platform redefines how developers harness mobile connectivity to create innovative applications. Our advanced, accessible, and cost-effective solution empowers developers with comprehensive tools and services to build transformative new applications. Our platform unleashes limitless possibilities for impactful connected experiences, driving industry innovation and enhancing lives. We believe that every business and individual, regardless of size or location, deserves access to the tools and opportunities necessary to thrive in an increasingly connected world. Currently operating in stealth mode, we have conducted extensive market validation with real customers and partners and are confident in achieving product-market fit within 12 months. We are actively seeking visionary investors, strategic partners, innovative customers, and talented individuals to engage with us at this early stage. This is an opportunity to get in on the ground floor of a transformative solution poised to unlock the trillion-dollar potential of Enterprise Mobile Connectivity. Join us on this journey to redefine how the world connects.

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