Back Newton Agents — live preview

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.

A refinery at dawn, tanks and flare stacks against a pale sky

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.

Two industrial pumps outside a plant building
pump 3 cavitating – flow dropping, vibration rising.

// 02

ProcessIntelligence

Reveal hidden process conditions and drivers to improve quality, throughput, and efficiency.

A refinery seen across open ground
→ TANK 7 STATE PHASE 01

Alert

Process drift detected

Current state

Reduced separation efficiency

Confidence

94%

Potential Cause

Heat Exchanger Fouling

// 03

WorkforceIntelligence

Verify task execution, generate guidance, help teams perform consistently and safely.

An operator working on an engine assembly line
SEAL STEP MISSING
→ EVALUATION PROCESS STEP 02
Install the seal
Seat the component
Hand-start all fasteners
Torque fasteners in a cross pattern to the set value
Connect and secure the hoses
THE OPERATOR TORQUED THE FASTENERS BEFORE FULLY SEATING THE COMPONENT.

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.

Open in library

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.

A browser window on the Archetype console, showing the agent gallery: six agent blueprints in a grid