Physical AI

Intelligence
embedded
in matter.

Physical AI is the next frontier of artificial intelligence — systems that don't just process data, but perceive, reason, and act in the real world. ALT builds the materials, structures, and edge intelligence that make physical AI possible.

$68B
Projected Physical AI market by 2034
1.3B
AI-powered robots projected globally by 2035
2026
Called the "ChatGPT moment" for Physical AI by NVIDIA's Jensen Huang
US
100% U.S.-designed and manufactured, Santa Barbara CA
What is Physical AI?

Physical AI is artificial intelligence that perceives, reasons, and acts in the real world — not just on a screen.

Traditional AI lives in software: it classifies images, generates text, and makes predictions. Physical AI is different. It combines machine learning models with sensors, actuators, and physical structures — giving machines the ability to sense their environment, make decisions, and take real-world action.

The key distinction is the body. A chatbot answers a question. A Physical AI system moves, grasps, assembles, navigates, and adapts. This requires not just better software, but better materials, better sensors, and better edge computing — all tightly integrated from the ground up.

ALT sits at the convergence of these disciplines. We engineer the physical substrate of intelligent machines: synthetic tissues, high-strength composites, and embedded AI electronics — the building blocks that turn AI models into systems that operate in the world.

The three pillars of Physical AI

Perception, reasoning,
and physical action.

01

Perception

Physical AI begins with sensing the world. Cameras, IMUs, tactile sensors, LiDAR, and environmental detectors feed raw data into the system. ALT designs and integrates multi-modal sensor arrays directly into structures and tissues — so perception is embedded in the body of the machine, not bolted on afterward.

02

Reasoning at the edge

Perception data must be processed and acted on in real time — without the latency of a cloud round-trip. ALT deploys machine learning models and agentic AI pipelines on embedded edge hardware, enabling autonomous decision-making at the speed of physics. No internet connection required. No latency. No single point of failure.

03

Physical action

Intelligence without a body can't act. ALT engineers the structural and material components that give Physical AI systems the ability to move, grasp, fly, and adapt. Our synthetic tissues replicate biological motion; our composite structures provide the strength-to-weight performance required for real-world robotic deployment.

ALT's Physical AI capabilities

How we build
physical intelligence.

ALT is one of the few companies that engineers Physical AI from the material level up — combining novel biomaterials, additive manufacturing, sensor fusion, and edge AI into integrated systems.

Additive Manufacturing

We design and fabricate high-performance Physical AI components using advanced additive processes — from high-strength PEEK and Ultem composites to flexible multi-material prints that integrate sensing and structure in a single part. Additive manufacturing is the only viable production method for the complex geometries Physical AI demands.

PEEK & UltemMulti-materialTopology optimizationLarge-format
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AI Agents & Edge ML

We deploy agentic AI systems that run entirely on embedded hardware. Our on-device ML pipelines enable autonomous perception, planning, and control without cloud dependency — critical for robotics, prosthetics, and drones that operate in real-world conditions where connectivity cannot be guaranteed.

On-device inferenceAgentic pipelinesComputer visionAutonomous control
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Robotics & Biomimetic Systems

We build complete Physical AI platforms — integrating our materials, manufacturing, and edge AI into functional robotic systems. Our biomimetic designs draw from biological motion to create robots and prosthetics that move, sense, and adapt with naturalistic behavior. From custom robotics to autonomous drones, we build the full body.

Biomimetic robotsProstheticsAutonomous dronesCustom robotics
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Sensor Fusion

Physical AI systems need to know where they are, what they're touching, what they're seeing, and how they're moving — all at once. We design multi-modal sensor fusion architectures that combine vision, tactile, proprioceptive, and environmental data into a single coherent perception layer embedded directly into the physical structure.

Tactile sensingIMU integrationComputer visionState estimation
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Real-world applications

Where Physical AI
is being deployed.

Physical AI is moving out of the lab. These are the application areas where ALT's technology is delivering real-world impact today.

01
Advanced Prosthetics
Prosthetic limbs powered by Physical AI can sense touch, adapt to terrain, and learn from user behavior — moving beyond static mechanical devices toward truly intelligent extensions of the human body. ALT's synthetic tissue materials and embedded sensors enable prosthetics that feel and respond naturally.
Learn more →
02
Biomimetic Robots
Robots that move like living organisms — not industrial arms — are the frontier of Physical AI. ALT's biomimicry expertise and synthetic tissue materials enable fluid, energy-efficient motion in robots designed for inspection, search-and-rescue, and human-collaborative tasks.
Learn more →
03
Autonomous Drones
Drones with Physical AI can navigate complex environments, make real-time decisions, and adapt to changing conditions — all without a human in the loop or a cloud connection. ALT's high-strength composite structures and edge AI electronics make this possible in a lightweight, manufacturable platform.
Learn more →
04
Medical Simulation & Surgical Training
Synthetic tissue models powered by embedded sensors and AI feedback give surgeons and trainees a physically realistic training environment that responds like real anatomy. ALT's anatomical models combine our biomaterial expertise with intelligent sensing to create the next generation of medical simulation devices.
Learn more →
05
Intelligent Manufacturing
Physical AI is transforming production lines — enabling robots to handle variability, inspect parts in real time, and adapt to new tasks without reprogramming. ALT's additive manufacturing capabilities and AI integration services help manufacturers deploy Physical AI systems faster and at lower cost.
Learn more →

Physical AI:
common questions.

Physical AI is a rapidly evolving field. Here are answers to the questions we hear most often from engineers, product teams, and technology leaders exploring this space.

What is Physical AI?
Physical AI is artificial intelligence that perceives, reasons, and acts in the real world — through robots, sensors, actuators, and embedded systems. Unlike traditional AI that operates on digital data, Physical AI closes the loop between intelligence and physical action. NVIDIA defines it as AI that can "perceive, reason, plan, and act" in the real world, and has called 2026 the "ChatGPT moment" for the technology.
How is Physical AI different from traditional robotics?
Traditional robotics follows pre-programmed rules. Physical AI systems learn, adapt, and generalize — they can handle situations their designers never explicitly anticipated. The difference is the same as between a calculator and a language model: both process inputs, but only one can reason about novel situations.
What is edge AI and why does it matter for Physical AI?
Edge AI means running machine learning models on the device itself — not in a cloud data center. For Physical AI systems like robots and drones, this is essential: real-world environments demand millisecond response times and can't tolerate network latency or connectivity failures. ALT specializes in deploying performant AI models on compact embedded hardware.
Why does additive manufacturing matter for Physical AI?
Physical AI systems require structures with complex geometries, embedded channels for wiring and sensors, and material properties that vary across a single part — all requirements that conventional manufacturing cannot cost-effectively meet. Additive manufacturing is the enabling production technology for Physical AI hardware.
What makes ALT different from other Physical AI companies?
Most companies operate at one layer of the Physical AI stack — software, hardware, or materials. ALT engineers all three together, from novel biomaterial synthesis and composite design through additive fabrication to edge AI deployment. This full-stack approach enables faster iteration and tighter integration — and it's based in the United States, in Santa Barbara, CA.

Build your Physical AI
system with ALT.

From early-stage R&D to full-system integration — let's talk about what your application needs and how ALT can deliver it.