Case Study: COMPASS™ in Manufacturing: Faster Decisions, Fewer Delays.

We cover who benefits, how it fits into daily operations, and why manufacturing is the ideal environment for COMPASS™.

In our last insight we introduced COMPASS™. It’s our RAG-based assistant that lets users query large volumes of enterprise data through natural language. We also explored why a purpose-built approach outperforms off-the-shelf RAG solutions. In this insight, we look at what that means for manufacturing in practice. We cover who benefits, how it fits into daily operations, and why manufacturing is the ideal environment for COMPASS™.

Recap – What is COMPASS™?

COMPASS™ is an AI assistant that lets users query large volumes of structured and unstructured business data using natural language. Users simply ask a question and get accurate, context-aware responses. No more manually searching through documents, logs or multiple systems.

In a manufacturing context, COMPASS™ acts as a central intelligence layer that connects machine data, operational records, and documentation. Users can understand system behaviour, identify issues, and access operational knowledge faster and more intuitively than ever before.

The Problem it Solves

Information not being available when and where you need it often lets down manufacturing facilities’ efficiency.

The data exists- like sensor readings, maintenance histories, technical manuals- that’s rarely the issue.. The problem is getting to it. A maintenance engineer chasing down a fault might need to pull up sensor logs, dig through maintenance records, and track down the right section of a manual. Each lives in a different system, requiring a different login or a call to find it. This isn’t a technology or data problem- it’s a workflow problem that COMPASS™ can help with.

How COMPASS™ works in practice

COMPASS™ provides a single conversational interface that draws from the full breadth of available operational data. A user asks a question in plain language, and gets an accurate, contextualised answer from the organisation’s own data.

What separates COMPASS™ from other RAG tools is that it doesn’t just return the nearest matching document. It checks whether what it’s found is enough to answer the question- and if it isn’t, it searches again. In manufacturing, that distinction matters; a half answer can be just as dangerous as no answer.

COMPASS™ respects access controls throughout, so people only see what they’re supposed to. You can also run it entirely on your own internal infrastructure within an organisation.

Who Benefits – and How.

COMPASS™ serves the full range of people who make manufacturing operations run.

• Plant operators and technicians are often the first to notice something is wrong, and the most time-pressured when it comes to finding answers. COMPASS™ gives them instant access to troubleshooting guidance, machine condition data, and procedural information- without needing to navigate multiple systems or wait for engineering support. The less time you spend chasing information, the sooner you fix the problem. This means you reduce unplanned downtime and respond faster when it matters most.

• Maintenance engineers rely on accurate fault diagnosis and root cause analysis to do their jobs effectively. With COMPASS™, they can query fault histories, surface relevant maintenance records, and cross-reference technical documentation in seconds rather than hours. The result is more informed decisions, fewer repeat failures, and a more efficient maintenance cycle.

• Production managers need visibility into performance, defects, and operational trends- often across multiple lines or shifts. COMPASS™ gives them an intuitive way to interrogate that data without depending on analysts to build reports or IT to extract information from systems. Better visibility leads to better planning and helps you identify faster where you’re losing performance.

• Quality and reliability teams benefit from being able to surface failure patterns and process deviations quickly, whether they’re responding to an incident or looking for opportunities to improve. COMPASS™ reduces the time you spend gathering data so you can spend more time acting on it.

The Business Case.

The value of COMPASS™ in manufacturing comes down to one thing: the speed and quality of decision-making at every level of the operation.

When you can’t find the right information, you default to instinct or outdated knowledge- and sometimes don’t make a decision at all. Downtime extends, faults reoccur, and improvements that should be straightforward never quite happen. The cost rarely shows up cleanly on a balance sheet, but it accumulates quietly across every shift, every maintenance job, and every production run.

COMPASS™ addresses this directly. By making operational knowledge instantly accessible to the people who need it, it reduces the time lost to information hunting and improves the quality of decisions at every level. Perhaps most importantly, it makes institutional knowledge available to the entire workforce- not just the people who’ve been there long enough to know where to look.

We are currently actively evolving COMPASS™, identifying and designing new capabilities that extend what the system can do in complex industrial environments, working with our friends over at NVIDIA on their capabilities that we can bring into COMPASS™.

If you’d like to learn more about how COMPASS™ could work in your manufacturing environment, get in touch with our team at info@fidra.ai or visit our dedicated COMPASS™ product page.

Back to Insights