Proof of Usefulness Report

TinyVision.ai Inc.

Analysis completed on 2/26/2026

+62
Proof of Usefulness Score
You're In Business

TinyVision.ai is a verifiable entity with respected products in the niche FPGA and Edge AI market (e.g., UPduino). However, the submission quality is critically flawed, containing demonstrably false claims (e.g., 'most people have used my product', target audience 'everyone') and confusing financial data ('marketcap: 50000' vs. 30 employees). While the technology is innovative and useful for engineers, the discrepancy between the claimed reach and the niche reality, combined with data inconsistencies, confines the score to the 'Minimal Traction' range.

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Score Breakdown

Real World Utility+22.5
Audience Reach Impact+2.0
Technical Innovation+12.0
Evidence Of Traction+8.0
Market Timing Relevance+8.5
Functional Completeness+0.5
Subtotal+53.5
Usefulness Multiplierx1.15
Final Score+62

Project Details

Project URL
Description
tinyVision.ai is a product engineering company specializing in sensor bridging, edge AI, and low-power embedded systems. We empower startups and fast-moving innovators by delivering complete solutions—from concept to production—for IoT, wearable, and computer vision applications. Founded in 2018, tinyVision.ai combines decades of engineering experience with deep system-level expertise. tinyVision.ai specializes in developing advanced embedded vision, sensor bridging, and digital logic solutions that empower intelligent edge devices across diverse applications. Our expertise spans hardware design, embedded firmware, microcontroller and FPGA integration, and system-level solutions tailored for low-power, high-performance edge computing. We provide modular hardware platforms and development kits—such as sensor interface bridges and open-source digital logic boards—that simplify integration of complex sensors and accelerate prototyping for embedded vision, AI, IoT, and industrial automation projects. Our solutions support multiple silicon technologies and open-source toolchains, enabling flexibility and innovation without vendor lock-in. We’re active contributors to the tinyML and open hardware education communities, with a strong commitment to accelerating development timelines and reducing time-to-market. What We Do: - Sensor Bridging Solutions (MIPI to USB, camera integration) - Custom System on Modules (SoMs) - FPGA/RTL and Firmware Design - Edge Vision & AI Processing - Embedded Systems for Robotics, Automotive, Industrial & Wearables - Educational Boards and Open Tools for Learning Let’s build the future—at the edge. www.tinyVision.ai | sales@tinyVision.ai

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