What you need to know about LakeX

An industrial digital twin is a real-time virtual replica of a physical asset, line or plant, synchronized with sensors, PLCs and SCADA systems. It lets you simulate scenarios, predict failures and test changes before applying them in the real world.

LakeX's AI agents, orchestrated by NEXUS, monitor thousands of signals in real time, diagnose anomalies with RAG over manuals and history, open work orders automatically and learn from the outcome of each intervention — always with human approval (Human-in-the-Loop) on the highest-impact decisions.

LakeX serves bioenergy (ethanol and sugar), offshore oil and gas, pulp and paper, mining and metals, and power (generation and transmission) — any critical industrial vertical with complex physical assets.

The platform treats security as a non-functional requirement: granular access control, audit trail, LGPD/GDPR compliance by default and AI governance (AI TRiSM) across every model in production.

Yes. The architecture is vendor-agnostic and API-first, with native integration to SAP PM, Oracle PI System, legacy historians, SCADA (via OPC-UA, Modbus, MQTT and other protocols) and AWS, Azure and GCP clouds — with no single-vendor dependency.

Just talk to the LakeX team on WhatsApp. LakeXAgent installs in minutes and starts connecting your equipment to the platform, with the first digital twin and operational dashboards going live in weeks, not months.

By design, the AI never acts alone on the critical protection path. Interlocks, SCADA and PLCs stay under the client's control — determinism before intelligence. Every high-impact action goes through human validation (Human-in-the-Loop): the agent detects, diagnoses and recommends, but the final decision is your team's. Each recommendation ships with the evidence behind it (tags, FFT, history), so the operator validates or dismisses it with context.

The investment is scoped per plant — number of critical assets, data sources and agent scope. Payback is not promised on the site: it is measured in a plant assessment, on your own data. The reference ranges you see (downtime and inspection cost reduction) come from public industry benchmarks with declared origin — they calibrate expectations, not guarantees. A single avoided unplanned shutdown usually justifies the cycle.

Not on the critical path. LakeX is primarily read/observability: it collects via OPC-UA, Modbus and MQTT without interfering with the control and protection loop. High-impact actions (like opening a work order in SAP PM) happen in management systems, under Human-in-the-Loop — never automatic direct commands to safety interlocks. The architecture follows IEC 62443 references (OT/IT security).

Weeks, not months. LakeXAgent is plug-and-play and the architecture is API-first, so connecting to PIMS, historians and SCADA does not require rip-and-replace. The first digital twin and operational dashboards typically go live within a few weeks; AI agents are activated in waves, starting with the most critical assets.