NEUMANN MACHINE.

AI HARDWARE CONSULTING.


AI Hardware at Scale or the Edge—Optimized for Cost, Manufacturing & Performance

Leverage the Meta hardware design playbook. Build AI that scales.


“Looking at Paul's body of work and resume, it was immediately clear to me he's an extremely capable EE. I reached out to him for help expecting such, and he proved this quickly.”

What I didn't expect was how great it was to work with him. His passion for building is clear, and he finds a way to use that passion to build excellent product. Paul is someone who will work with you to make sure you meet your goals, proactively offer solutions to problems you might have missed, and finish the job by any means necessary.

Paul is a rare mix of talent, hard work, and "love of the game", and someone I'll continue working with.”

-Seun Omonije, Google


From Data Centers to Wearables—AI Hardware Built to Scale

Build at Scale

Scale Your AI Hardware—Without Costly Redesigns

Increase Reliability, Shrink BOM, Decrease Costs

Get Your AI Hardware Ready for Manufacturing & Deployment—without blowing BOM costs or running into mass-production failures.

AI Ready HW Design

Get Your Hardware AI-Ready—Optimized for Cost, Performance, and Manufacturing.


“I help AI startups design hardware that scales—without blowing BOM costs or running into mass-production failures.”

Leverage Paul Han’s 7 year expertise in scaling Meta-class AI platforms—combined with deep experience in wearables & power-efficient designs

Neumann Machine solves your problems.

(non marital)