Droz is an industrial intelligence company. We layer applied AI on top of your maintenance data to predict failures earlier and optimize operations across rotating equipment, steam systems, and critical plant assets.
Unplanned downtime costs industrial plants millions per year — and inefficient processes compound those expenses. Droz combines field-tested predictive maintenance with a unified data layer and applied AI models tuned to your equipment population, so the next failure is detected before it propagates and the next intervention is scheduled before it disrupts production.
From field instrumentation to AI-driven recommendations — Droz delivers the full reliability lifecycle as a single, accountable engagement.
Two decades of reliability engineering delivered across rotating equipment, steam systems, and critical plant assets for Fortune 500 operators.
A common data layer that consolidates condition history, work orders, and KPIs into a single corporate-engineering surface — accessible across plants.
Failure prediction models, anomaly detection, and automated recommendations — production-ready ML pipelines tuned to your equipment population.
Field instrumentation and wireless sensors stream condition data from your critical assets.
Engineering practice and AI software interpret signal patterns against twenty years of reference data.
Deviations from healthy baselines are flagged before they propagate into failure modes.
Models estimate remaining useful life and recommend the optimal intervention window.
Work orders, alerts, and operator recommendations are dispatched into your CMMS and channels.
Across rotating equipment, static assets, electrical & control systems, and full production lines — Droz instruments, monitors, and maintains the assets that determine plant uptime.
Focus — condition monitoring, alignment, balancing.
Focus — integrity, monitoring, reliability.
Focus — thermography, diagnostics, AI insight.
Focus — efficiency, uptime, throughput.
See refineries & oil & gas → · See power generation → · All industries served →
Applied AI is not a value proposition. It is the operating layer through which Droz monitors equipment, predicts failures, optimizes throughput, automates decisions, and models the plant before it acts.
The software side of this practice ships under our AI & Machine Learning Systems engagement →
Engagements begin with a senior partner walk-down of the program scope, asset population, and integration surface. Submit the form below — we respond within one business day.
