Condition Monitoring Built by Engineers, for Engineers

AWI Ltd was founded in 2024 by two engineers from different corners of industry who kept hitting the same wall. Plants are full of data, condition monitoring flags the fault — and then the work stops. Someone still has to walk to the machine, find the cause, put it right, and prove the fix held.

So we built the company around the whole loop rather than a slice of it: connect the sources, monitor what matters, detect the change, diagnose the cause, act on the plant, verify the result. Everything AWI does sits inside those six steps.

We wrote our own software because the tools the job needed did not exist. What was on offer fell into two camps: general-purpose AI chatbots that are easy to use but have no built-in link to your plant data, and enterprise BI platforms that are powerful but require a dedicated analyst to operate. Neither was built for the way maintenance and engineering teams actually work.

AWI Analytics is what we built instead. Purpose-built for engineering data, with your records kept ready to query: upload your files, connect live sensors with AWI's help, and ask questions in plain English — with answers you can trace back to your actual data. It is the engine inside the loop, the part that reads the record and narrows it down to the thing worth walking out to look at. It is not the thing you buy.

What you buy is the rest of it. AWI Labs is the hands-on half of the partnership: sensor and instrumentation specification, installation, integration with the systems already on site, on-site diagnosis, root-cause analysis, physical intervention, project management, and verification that the fault has actually gone. The software finds the signal. Engineers put it right.

AWI is founded and run by engineers whose own careers were spent delivering projects in heavy industry, before AWI existed. We don't just understand the data — we understand the equipment, the failure modes, and the operational pressures behind it. That is why every piece of work is written up the same way: signal detected, problem diagnosed, action taken, result verified. What a customer gets from AWI is verified uptime and an engineering partner who is accountable for it.