Edge gateways
Inference next to the camera or sensor, for sub-second decisions at the station.
On-premise
Agentic Process Modernization
Human-in-the-loop by design
Audit trail on every run
Measurable throughput gains
Turn paper and spreadsheets into AI-assisted operations.
Convert manual, paper-based or spreadsheet-driven shop-floor processes into AI-assisted operations, with human-in-the-loop governance, audit trails and measurable throughput gains.
CKT view · 20 × 8 coilFront bendRear bend20 circuits · 160 / 160 holes
2
Agentic and design-automation programs, with more in the pipeline
100%
Data residency under your control: on-premise or private cloud
4–8 wks
From scoping to a working pilot on one line
Capabilities
From manual workflow to AI-assisted operation.
P-07·Design automation
Heat-Exchanger Circuit Router
Generates refrigerant circuit (CKT) routing layouts for fin-and-tube heat exchangers from the coil grid, target circuits, parity, flow direction and dummy holes. It applies the design team's bend, drainage and coverage rules, balances circuit sizes across the face, and exports an SVG/PDF reference with every run saved for audit and reuse.
- Circuit layouts generated in one step instead of drawn by hand
- Design rules enforced on every layout, with deviations explained
- Every run stored with inputs and output for traceability
CKT view · 20 × 8 coilFront bendRear bend20 circuits · 160 / 160 holes
P-04·Agentic / copilot
Production Planning
Agentic re-planning that proposes revised schedules when an order changes. A plain-language interface lets planners request a build plan or dispatch report, checked against the BOM and live stock before anything is committed.
- Improved on-time delivery against customer commitments
- Minutes, not hours, to turn a request into an approval-ready order
Featured deployment
See the program
Heat-Exchanger Circuit Router
Coil circuit routing that used to be drawn by hand is now generated by rules, checked, and exported as SVG/PDF, with every run saved for audit and reuse. Delivered to a heat-exchanger OEM and running fully offline on their own machines.
Architecture
Everything runs inside your firewall.
Cameras and sensors feed edge gateways or line-side compute. Models, the copilot and the audit log live on your plant server or in your private cloud. Alerts and work orders flow back into the systems you already run.
Your firewall · on-premise or private cloud, your decision
Sources
Cameras
Sensors
Edge
Edge gateway / line-side compute
Your plant server or private cloud
Models · copilot · audit log
Alerts, work orders & schedules back to
PLCSCADAMESERPCMMS / EAM
Public AI services: nothing crosses this line. No server-side logging of proprietary parameters, no training on your production data, no third-party broker in the pipeline.
Data residency
Deployed where you decide.
AI that runs within your firewall, with your total control. On-premise or private cloud is your call, and we engineer for either.
Line-side compute
One compact node per line, running inspection, counting and monitoring together.
On-premisePrivate plant servers
Central models, dashboards and the copilot, inside your own network and under your own IT policies.
On-premisePrivate cloud
Your own cloud tenancy, inside your security perimeter, when that suits your IT strategy better.
Private cloudTrust by design
Validated before scaled.
People stay in charge
The AI proposes; planners and engineers approve before anything is committed.
Every run recorded
Inputs, outputs and decisions are stored for traceability and reuse.
Rules, not guesswork
Your team's design and business rules are enforced on every output, with deviations explained.
Other solutions