Manufacturing & Industrial
Agents that don't just monitor — they optimize, learn, and generate new ways to produce.
Traditional manufacturing AI watches dashboards and sends alerts. By the time your team reacts, the scrap is made, the line is down, the shift is over.
We build agentic AI that optimizes process parameters through continuous experimentation, transfers learning across plants automatically, and generates new process configurations — not just monitors existing ones. Your engineers oversee and improve; the agents execute.
Your infrastructure. Your data. Yours to own.
Why Agentic
Static process parameters
RL agents that continuously optimize
Each plant starts from scratch
Cross-plant learning and transfer
Engineers design every process
Generative AI proposes new configurations
Detect defects, alert humans
Autonomous quality decisions + upstream feedback
Dashboards and reports
Natural language queries and commands
Technicians carry manuals
Smart glasses with real-time AI guidance
Tribal knowledge in people's heads
Captured, structured, queryable knowledge
What We Build
Agentic production systems for manufacturing environments
Self-Optimizing Production
Reinforcement learning agents that continuously experiment with process parameters — finding optimal settings that static rules never reach
Cross-Plant Learning
Models trained at one facility transfer and adapt to others automatically — scale AI without starting from scratch at each plant
Generative Process Design
AI that generates new process sequences and configurations — not just optimizes existing ones, but creates new ways to produce
Predictive Maintenance
Agents that analyze sensor streams and vibration patterns to predict failures before they cause downtime
Autonomous Quality Decisions
Vision agents that detect defects, decide pass/rework/scrap, and adjust upstream processes to prevent recurrence
Technician Augmentation
Smart glasses and wearables with lightweight language models — hands-free guidance, real-time troubleshooting at point of work
Shop Floor Intelligence
Natural language interfaces that let operators query production data, maintenance history, and procedures in conversation
IoT & Edge Orchestration
Multi-agent systems that ingest, correlate, and act on sensor data — processing locally where latency matters
Edge Intelligence
AI that runs where the work happens — on the floor, at the machine, in the technician's hands. No cloud round-trip. No latency.
Smart glasses integration
Real-time overlays and hands-free guidance
Small Language Models
Lightweight models optimized for edge devices
Voice-first interaction
Natural language commands and queries
Offline-first
Works in air-gapped environments, syncs when connected
Auto-documentation
Work performed captured automatically
Agentic AI in Action
Real AI agents working together autonomously to deliver results in your industry. Select a scenario and watch them work.
This is the exact agent architecture we deploy for clients today.
Synthetic data for privacy. Architecture identical to live client deployments.
From the Field
Reduction in unplanned downtime
Swiss precision manufacturer, predictive maintenance system deployed.
Sensor-driven failure prediction. Maintenance scheduled around production windows. Parts available before they're needed.
Most of our work is deep IP creation. Our clients protect what they're building. So do we.
But we can walk you through how we built it and what it achieved.
Talk to an EngineerTechnical Foundations
How we build agentic AI for manufacturing & industrial — Deployed on your infrastructure: on-prem, edge, hybrid, or cloud. Air-gapped environments supported.
Deployed on your infrastructure — on-prem, edge, hybrid, or cloud. Air-gapped environments supported.
From kickoff to production system. Not a demo—a working system on your infrastructure.