Architecture
Built around real operating constraints
Signal capture, inference, operator surfaces, and deployment governance planned together from the start.
Capability
From signal capture to operator interface
Sensors, inference, interface, security, and deployment as one system.
Architecture
Built around real operating constraints
Signal capture, inference, operator surfaces, and deployment governance planned together from the start.
LAYER 01
Field signal capture
Acoustics, ultrasound, vibration, and operational logs captured to hold up on site.
AcousticsTelemetrySensor fusion
LAYER 02
Edge inference
Models built to run in real time on equipment and local gateways, not just in the lab.
FPGAEdge AIPLC integration
LAYER 03
Operator software
Outputs flow into dashboards, consoles, alerts, and reporting. Teams act without translation.
Control UXWorkflowRealtime apps
LAYER 04
Security and deployment
Access control, audit, and change management built into the architecture from day one.
SecurityAuditDeployment
Delivery
Designed for adoption, not just accuracy
A good model is not enough. Operating procedure, rollout plan, and deployment structure have to work on site.
Architecture shaped by equipment and network constraints
Alerts, dashboards, and reporting built for operators
Rollout plans that include security and audit
Improvement loops with operating metrics and retraining
Operator surface
Technology becomes a product when it reaches the operator surface
Xylolabs does not stop at model performance. We also design the screens and operating flows people use to interpret results and act on them.
Operational visibility
Reasoning traces and event history kept so site teams can inspect what the system saw.
Human oversight
People review and intervene when judgment matters more than automation.
Security in deployment
Network segregation, access control, and data-handling rules built into the architecture.
Defaults
What industrial systems need by default
Explainability, reliability, human oversight, security, and operational history are base requirements, not extras.
Operational visibility
Reasoning traces and event history kept so site teams can inspect what the system saw.
Human oversight
People review and intervene when judgment matters more than automation.
Security in deployment
Network segregation, access control, and data-handling rules built into the architecture.