Proof of Usefulness Report

Oxmiq

Analysis completed on 2/4/2026

+582

Proof of Usefulness Score

Industry Mainstay

Oxmiq Labs is a high-potential deep-tech startup founded by Raja Koduri (ex-Intel/AMD GPU Chief), aiming to re-architect the GPU stack for the AI era. While the project boasts exceptional innovation, verified funding (~$20M), and strong industry partnerships (MediaTek, Tenstorrent), the submission itself is of very poor quality, providing sparse details and using a handle ('IronClaw'). The claim 'most people have used my product' refers to the founder's legacy (Radeon/Intel/Apple) rather than the startup's current traction, which is early-stage (post-stealth as of Aug 2025). The score reflects the massive potential and verified pedigree, penalized heavily for the lack of direct project traction and poor submission effort.

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Score Breakdown

Real World Utility+255.0

Audience Reach Impact+30.0

Technical Innovation+213.8

Evidence Of Traction+112.5

Market Timing Relevance+95.0

Functional Completeness+5.0

Subtotal+711.3

Usefulness Multiplierx0.82

Final Score+582

Project Details

Project URL

oxmiq.ai

Description

Oxmiq Labs Inc. is a GPU software and IP startup founded by Raja Koduri, re-architecting the GPU full stack from atoms to agents for next-generation gaming, graphics, and multimodal AI. The company develops licensable GPU software and hardware IP that combines custom GPU architecture, high-bandwidth memory, and scalable interconnects. Their platform aims to efficiently run large AI models, manage complex workflows, and achieve higher performance in AI applications, scaling from physical AI devices to data center scale.

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