AWI helps engineering and manufacturing companies implement AI into the data workflows they already have — CMMS, SCADA, sensor logs, ERP. No rip-and-replace. No data science team required. Built by engineers who understand your operation.
Every engineering operation we visit has the same story: years of operational data sitting unused, an awareness that AI could unlock value, and no clear path from here to there.
Sensor logs in one system, CMMS records in another, spreadsheets everywhere. The information you need to make better decisions exists — it's just not connected.
Hiring a data scientist isn't feasible for most SME engineering teams. Bringing in AI without specialist skills feels risky. The result is paralysis, not progress.
Enterprise AI vendors quote six-figure contracts. Generic AI tools don't speak engineering. Neither path makes the business case obvious to finance.
Pragmatic, ROI-driven engagements that work with your existing systems — not against them.
We assess your operation, identify the highest-ROI AI opportunities, and build an implementation roadmap finance will sign off on.
We connect AI capabilities into the systems you already run — CMMS, SCADA, historians, ERP — without ripping anything out.
Tools only work if your team uses them. We equip your engineers and maintenance teams to get real value from AI — day-to-day, not in theory.
Our team has worked inside SME manufacturers and across dozens more. We've seen the data problems first-hand. We speak engineer.
Pilot-first, prove value on one critical asset or line, scale from success. We won't sell you a multi-year transformation programme.
We work with the systems you already have — whichever CMMS, SCADA, or historian. No tied-in stack, no proprietary lock-in.
We're not a generalist AI shop dabbling in factories. Engineering and manufacturing is what we do, and it's all we do.
The first AI-powered engineering analytics platform purpose-built for SME manufacturers. Upload your data, ask questions in plain English, get grounded answers from your real operations — no SQL, no DAX, no dashboards to build.
Built for UK SME manufacturers · Try the downtime cost calculator
A 30-minute conversation about your operation, current systems, and what you're trying to achieve. No deck, no pitch.
We audit your data, systems, and existing workflows. You get a clear, written view of opportunities ranked by ROI.
A prioritised, costed implementation plan — pilot first, scale from proven value. Built to win finance approval.
We implement the highest-impact use case, work alongside your team, and transfer the capability. No long-term dependency.
A 30-minute discovery call is the fastest way to find out what AI could actually do for your operation. No commitment, no slide deck.
Book a Discovery Call