Physical agents that perceive, reason, and act in the real world
Newton Agents turn sensor data, vision, and domain knowledge into real-time understanding of your operations — improving asset reliability, optimizing processes, and scaling operator expertise. Start with ready-to-deploy agents or build your own.

CHALLENGES
From physical signals to operational understanding
Industrial operations generate more data than any team can process, from sensor streams and telemetry to operator logs. Hidden within it are the early signatures of machine failure, the subtle variables behind successful production, and the expertise earned over years of hands-on work.
Newton Agents activate that intelligence — monitoring, optimizing, and automating physical operations in real time. Powered by the Newton foundation model, agents fuse physical signals from any sensor with video and language into a unified understanding across your machines, processes, and workforce.
// 01
MachineIntelligence
Understand machine behavior to identify anomalies, degradation, and early signs of failure before they impact production.
// 02
ProcessIntelligence
Reveal hidden process conditions and drivers to improve quality, throughput, and efficiency.
Alert
Current state
Confidence
Potential Cause
// 03
WorkforceIntelligence
Verify task execution, generate guidance, help teams perform consistently and safely.
NEWTON AGENTS
Ready-to-deploy agents,ready for any operation
Newton Agents are prebuilt to solve common operational challenges. Unlike traditional industrial AI that requires custom models for every machine, site, or environment, Newton Agents work across any asset with just a handful examples—eliminating months of model data labeling, model development, and retraining.
Continuously monitor the behaviors of machines and industrial processes by identifying changing operating states from multimodal sensor data. The Operational State Monitoring Agent provides real-time visibility into equipment behavior, helping teams detect states that correspond with machine degradation, process drift, high-performing operating conditions and more, so you can maintain safe operating conditions that maximize reliability, quality, and throughput.
Common use cases:
- Monitor asset condition and performance
- Detect process drift and degradation
- Identify high-performing operating conditions
- Maintain safe operating envelopes
ARCHETYPE AI PLATFORM
Learn.Adapt.Deploy.
Newton Agents automatically discover patterns and behaviors in your operational data. Label a few examples to identify the conditions that matter, then continuously recognize them in real time.
