We help AI companies design, prototype, and manufacture voice-first and edge AI devices — from concept to 50,000+ units/month.
270+ hardware programs shipped · US + Shenzhen · 15+ years manufacturing
Hardware engineering, firmware, acoustics, connectivity, certification, and supply chain — most AI teams don't have this in-house, and can't afford to build it from scratch.
Most AI hardware projects don't fail on the idea. They fail on iteration speed, manufacturing readiness, and the gap between a working sample and 10,000 units.
We help AI companies move from prototype to scalable hardware systems — handling engineering, firmware, certification, and mass production end-to-end.
Proven clip-on devices, wearable forms, and PCBA paths — customize when the pilot proves the need.
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Generic ODMs build to spec. We build for AI use cases — voice processing, edge inference, and ambient intelligence. That's a different discipline entirely.
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Generic ODMs hand off at the enclosure. We own firmware, audio tuning, SDK integration, and AI pipeline — one team, no handoff gaps.
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Generic ODMs optimize for volume runs. We optimize for fast prototyping — first sample in 4–6 weeks, manufacturing roadmap in two weeks.
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Generic ODMs stop at delivery. We plan the scale path from day one — EVT, DVT, PVT checkpoints, certification, and supply chain.
Learn more →From healthcare AI scribing to NEMT dispatch coordination — purpose-built voice hardware for every industry.
From industrial design and hardware engineering to firmware integration, prototype validation, and scalable manufacturing — all under one roof.
Bring us a concept, prototype, or spec sheet. We'll return a manufacturing-ready roadmap in two weeks.
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