Factory and service operations
Real-time information for operators and field engineers: uptime protection, defect prevention, automated reporting and scheduling.
Industrial automation · AI for manufacturing
AI agents on the factory floor
We combine fifteen years of industrial engineering with AI agents that keep production running — steady material flow, controlled costs and fewer disruptions.
Transform manufacturing
Three places AI pays off
Manufacturing needs a steady flow of raw materials while costs stay under control and production keeps running. We work on all three fronts.
Product development and engineering
Shorter engineering cycles — AI assists simulation, documentation and design reviews so higher-quality output ships faster.
Resource optimization
Materials, energy, machines and people planned against live constraints instead of yesterday's spreadsheet.
Build
Factory and service operations
Manufacturers spend enormous effort tuning their processes. AI-enabled employees get real-time access to the information they need to hold uptime and stop defects before they slow a line.
We automate communication, reporting and scheduling on top of your own data, so factory and field workers keep their focus on production instead of paperwork.
The result is a shorter manufacturing cycle with higher-quality output, faster delivery, and operations that stay agile when demand or supply moves.
- Uptime protection and defect prevention
- Automated shift and production communication
- Guided assistance for factory and field workers
- Faster, more traceable delivery
AI agents for manufacturing
Use cases we build
Each agent runs one repetitive process end to end on your own data — inside MES, ERP, maintenance and mail systems. Your team keeps the final approval.
Production schedule optimizer
Generates and continuously updates the production schedule from live system data and real constraints.
Fewer delays, no stockouts, better order fulfilment
Shift planning optimizer
Builds and adjusts shift plans from labour availability, machine readiness and workforce rules.
Optimal staffing, less downtime
Maintenance prediction
Reads sensor streams and machine logs to predict failures before they happen and trigger proactive maintenance.
Unplanned downtime cut at the source
Visual work instructions
Turns an expert walkthrough into a visual standard operating procedure automatically.
Faster onboarding, fewer human errors
Manufacturing inspector
Checks compliance and traceability digitally against your SOPs and historical data, flagging deviations.
Less rework, audit-ready at any moment
Factory maintenance assistant
Delivers the right document, parameter and expert answer to a technician while the machine is open.
Shorter interventions, less guesswork
Factory safety agent
Watches operational and vision data for unsafe patterns and escalates before an incident occurs.
Fewer incidents, documented safety record
Field service advisor
Supports field engineers with equipment history, similar past cases and the next best action at the customer site.
Higher first-time-fix rate
Factory operations agent
Aggregates line data into an OEE view and proposes concrete interventions on the constraint.
Measurable OEE improvement
Asset management agent
Analyses equipment data and maintenance schedules to plan investment and spare parts.
Longer asset life, leaner inventory
Recall management
Runs the path from early detection to structured customer and authority communication.
Controlled response, protected reputation
Plant employee assistant
One chat entry point for plant staff: forms, procedures, requests and reporting in their own language.
Hours of admin removed per week
Engineering
The hardware side
AI only helps when the line underneath it is solid. We build, integrate and service the automation itself.
Industrial engineering
Development, integration and configuration of PLC, SCADA and DCS technologies, including visualizations.
Robotics engineering
Simulation, online and offline programming, reconstructions and production deployment.
Repair service
Software, electrical and mechanical service and repair.
Consultancy & training
Training and consultancy for machines, lines and the teams that run them.
Where we work
Industries in focus
Automotive
Body shop, assembly, quality and traceability
Logistics
Warehouses, conveyors, sorting and fleet operations
Power supply
Energy distribution, substations and utilities
How we start
From assessment to scale
- 01
Assess
Two workshops on your floor: we map processes, data sources and the losses worth attacking first.
- 02
Pilot
One agent, one line, measurable target. Running in weeks against your real data, with a human approving actions.
- 03
Scale
Roll the proven agent across lines and plants, wire it into MES, ERP and maintenance, and train your team to own it.
Pick one line. We will prove the numbers.
Tell us where production hurts most and we will come back with a pilot scope, a target metric and a timeline.
Start the conversation