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Physical AI Engineering

Physical AI is intelligence embedded in real devices — sensors, edge processors, connected products, and factory systems. Techwall bridges 35 years of electronics manufacturing with modern AI engineering so your products don't just connect — they perceive, decide, and act in the physical world.

Why Physical AI Matters Now

Software-only AI hits limits when latency, reliability, and safety matter on the factory floor or in the field. Physical AI combines edge inference, sensor fusion, and hardware-software co-design so intelligence runs where data is created — not only in the cloud.

Most consultancies ship models. Most factories ship boards. Techwall does both: from PCB and firmware to agent orchestration and certified mass production.

Capabilities

  • AIoT & Connected Devices

    Smart sensors, gateways, and consumer/industrial IoT with on-device analytics and secure connectivity.

    Explore IoT 

  • Edge Inference

    Vision, audio, and predictive models optimized for microcontrollers and edge processors — low latency, offline-capable.

    AI Engineering 

  • Agent Orchestration

    LLM-powered agents integrated with ERP, MES, and device fleets — workflows that bridge software and hardware operations.

    View Services 

  • Certification & Production

    FCC, CE, ATEX, and ISO 9001 pathways from prototype through pilot builds to scaled manufacturing.

    Manufacturing 

From Pilot to Production

  • 01 — Pilot

    Feasibility, sensor selection, edge model prototyping, and rapid hardware bring-up in our engineering lab.

  • 02 — Scale

    Design for manufacturing, firmware hardening, certification planning, and pilot production runs.

  • 03 — Production

    Mass production, quality systems, supply chain, and ongoing firmware/AI model updates in the field.

Explore Related Services

AI Engineering · AI Agent Design · Agent Harness & Eval · Forward Deployed Engineering · Manufacturing

Start Your Physical AI Project

Tell us about your device, factory workflow, or edge AI challenge.
We'll respond with a scoped consultation.

Contact Us — Physical AI