Intelligence that scales from rig to refinery
Intelligence that scales from rig to refinery
The conditions that matter most in oil and gas operations are often hidden across thousands of physical signals. Newton uncovers these patterns across wells, pipelines, and facilities—helping teams catch emerging issues and keep production running, without building custom models for every asset.
USE CASES
Put Physical AI to work across your operations
Put Physical AI to work across your operations
Newton Agents adapt across different equipment, processes, and operating conditions, bringing together physical signals—from pressure and flow to vibration, electrical signatures, and video—to understand, optimize, and automate operations.
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Keep critical assets running
Monitor pumps, compressors, pipelines, and other critical equipment. Detect anomalies and degradation early, identify root causes, and prevent unplanned downtime.
- ESP condition monitoring
- Compressor anomaly detection
- Drilling equipment failure detection
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Optimize production as conditions change
Monitor drilling activity, well performance, flow conditions, and production processes in real time. Identify changing conditions and inefficiencies, optimize operations, and maximize production.
- Drilling state detection
- Artificial lift optimization
- Production process optimization
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Improve field execution
Verify inspections, maintenance, and critical field procedures as work happens. Identify missed steps, capture expert workflows, and improve consistency across sites.
- Inspection verification
- Maintenance verification
- Expert knowledge capture
_01 case study
Reduced oil rig downtime
Reduced oil rig downtime
Cross-modal reasoning inferred complex drill states no single sensor can capture — deployed remotely across diverse wells with no site-specific models.
_ on-demand webinar
See how one foundation model scales across wells with no per-asset training. A live rig-state demo shows zero-shot, few-shot, and edge deployment in action.
newton agents
AI agents built for physical operations
AI agents built for physical operations
Newton Agents continuously interpret physical data to understand machine behaviors, detect emerging issues, and verify critical activity across your operations. Start with prebuilt agents and adapt them to your equipment, processes, and operating environment.
A physical world model
Built for the complexity and scale of oil and gas
Built for the complexity and scale of oil and gas
Newton, Archetype’s physical world model, learns patterns of physical behavior across diverse sensor data, providing a common foundation for understanding equipment and processes across oil & gas operations.
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Understand complex physical systems
Connect multimodal sensor streams to reveal hidden states, anomalies, and patterns.
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Scale across assets and operations
One model generalizes across equipment, processes, and environments — no custom model per asset.
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Built for remote, distributed operations
Runs from cloud to edge across wells, pipelines, and facilities. Your data stays under your control.
blog
The Archetype AI Blog
Feb 13, 2025
Building Physical AI for People, Not Robots
Physical AI is here, but the vision behind it is often reduced to robotics powered by multimodal AI models, and we believe this view is too narrow. In this article, we will outline an approach that focuses on enabling AI to independently uncover the underlying principles of the physical world and augment human intelligence rather than replacing humans.
Apr 29, 2025
How The 184-Year-Old KAJIMA Is Embracing an AI Future in Construction
Through an innovative project involving a major canal reconstruction in Niigata, KAJIMA demonstrates how Physical AI can process terabytes of sensor data to improve efficiency, reduce waste, and preserve expert knowledge in the construction industry.
Jun 25, 2025
How Newton AI Is Transforming Manufacturing
Despite billions invested in industrial monitoring systems, the majority of manufacturing sensor data goes unused. Newton AI changes this by providing a foundation model that fuses data from different types of sensors to deliver actionable insights for safety, quality, and maintenance — without requiring months of custom development.
_Schedule a Demo
Put Physical AI to work
Talk with one of our Physical AI experts and learn how to deploy Newton Agents across a wide range of use cases — mapped to the outcomes you care about.
