From edge sensor to autonomous decision
One single data backbone — edge computing on the physical asset, a digital twin in the cloud and AI agents at the decision layer.
Physical edge
IoT sensors · PLCs & SCADA · Edge/OPC-UA
Digital Twin
Real sync · Operational scenario simulation · Time machine
Observability
Unified ingestion · FFT & anomalies · RUL
AI Agents
Diagnosis and prioritization · Autonomous action
Decision
Executive dashboards · Copilot · Open APIs
OPC-UA (the open industrial communication standard) connects PLCs and SCADA from the major vendors — when they expose OPC-UA, natively or via gateway — with no proprietary drivers. The standard offers native security: encryption and certificate-based authentication. At LakeX, we connect with SecurityPolicy active as a project standard and Human-in-the-Loop for any write; where equipment is legacy, LakeXAgent bridges it. No single-vendor lock-in. Read-only flow, OT→cloud.
A collector that speaks to any equipment
Installs in minutes, anywhere — and connects every major automation vendor to the LakeX platform.
- Plug-and-play — edge mapping, automatic equipment discovery.
- Buffer offline — no data is lost during network outages.
- Encrypted · outbound only — discovers, normalizes, stores and encrypts without opening inbound ports.
Equipment
PLC · DCS · SCADA · IoT
LakeXAgent
discovers · normalizes · stores · encrypts
LakeX backbone
ingestion · AI · agents · decision
Supported vendors
Protocols & integrations
Trust treated as a requirement, not as an afterthought
Security is a non-negotiable non-functional requirement — from edge to cloud, in every action and every model in production.
Access control
Roles, permissions and an audit trail on every action and master-data change.
LGPD / GDPR
Privacy and data protection by default, from edge to cloud.
AI TRiSM
Reliability, transparency and security of AI models in production.
Human-in-the-Loop
High-impact decisions escalated for human approval.
Why LakeX
Vendor-agnostic, API-first architecture
Native integration with SAP, Oracle PI, legacy historians and AWS, Azure and GCP clouds — with no single-vendor dependency.
Security and governance by default
Access control, LGPD/GDPR and AI TRiSM treated as a non-negotiable non-functional requirement.
Focus on ROI, not technology for its own sake
Every digital twin and agent is designed around the client's KPIs — OEE, downtime, cost, safety and ESG.
Production-ready engineering
Beyond the lab PoC: robust, scalable architectures with MLOps/LLMOps for continuous operation.
Connect everything — without replacing anything.
LakeXAgent installs in minutes and talks to the automation park you already have.