AWI Analytics connects live and historical plant data, detects meaningful change and gives engineers the evidence to diagnose problems, prioritise action and verify the result.
Condition monitoring coupled with process data from the systems you already run, turned into predictive maintenance actions you can plan. Analytics is one half of the loop — AWI Labs engineers the fix and proves it held.
Free 90-day pilot for a small number of partners — book a 30-minute conversation.
Ask “why did pump 1 stop last month?” and get answers from your own data — with an engineering review from us on top. See how AWI Analytics works, step by step.
We extract the data from the systems you already run, and integrate your SOPs and operator logs. Historical insight from day one.
Right sensors, right placement on your critical assets — live condition data alongside your historical context.
Plain-English answers and proactive alerts. AWI Labs takes on the project engineering when you’d rather not act alone, and the fix is verified against the data that raised it.
Detection is only the beginning. When a reading like the amber on PUMP-7 needs a hand on the machine, AWI Labs does the engineering — and the fix is verified against the data that raised it.
General AI chat is easy but disconnected. Traditional BI is powerful but needs analysts. AWI Analytics is built for the gap between them — the longer argument is in RAG versus traditional BI for engineering data.
No single model catches every failure mode, so we don’t use a single model.
Static limits and band rules that fire the instant a reading crosses a line you’d never run at — with dwell logic, so a flickering signal doesn’t spam you with alarms.
Seven views of the same signal — trend, baseline shift, drift, spikes, healthy-pattern and multivariate models — plus a watchdog keeping the models honest.
Every hour it correlates what the models raise across all your sensor feeds and interprets anything genuinely worth your time.
Wireless LoRaWAN, wired high-frequency IO-Link, or a read-only PLC connection — every source feeds the same detection stack.
Ask questions of your maintenance and process data and get grounded answers with the supporting evidence attached.
Each model alerts independently, so nothing waits on committee. Urgent things reach you fast and everything reaches you explained.
AWI Analytics delivers value across your organisation.
Where the unplanned downtime hours went, what they cost, and which assets drive them.
Vibration analysis, fault signatures and drift, caught before they become failures.
Board-ready numbers straight from operational data — no spreadsheet assembly.
Connect your own enterprise AI provider — Anthropic, Microsoft, AWS Bedrock — under your contract, in your region.
A retrieval architecture built for engineering data — every answer grounded, traceable, and cited.
The day-to-day work: checking an asset, chasing a recurring fault, pulling the numbers for a shutdown review — without building a dashboard first.
Ask a question, get the analysis — trends, comparisons and anomalies surfaced from your data without building dashboards.
Answers about your equipment and operations, with the supporting evidence attached.
Prioritised, actionable recommendations — what to inspect, when, and why it matters.
Live condition monitoring data alongside your historical records, in one place.
Understands engineering vocabulary — assets, failure modes, shifts, batches, tags and units.
No dashboard configuration. Upload files or connect a source and start asking.
Every answer is grounded in your own data with a full audit trail — and you choose which AI provider and region your data touches.
JWT authentication with organisation-scoped access.
TLS-encrypted connections to every data source.
Every query, dataset and dashboard is scoped to your organisation — no cross-tenant retrieval, no shared indexes between customers.
Encrypted at rest in AWS London (eu-west-2) by default.
Your AI provider, your region, your logs. Every query auditable.
Role-based access for engineers, managers and finance.
Connect the tools and data sources you already run — every reading lands in the same telemetry model and runs through the same detection stack. More on manufacturing analytics software for UK SMEs.
Strictly read-only — AWI observes, it never writes to your control systems.