How an equipment distributor resolves complex technical questions from thousands of pages of manuals

• Industry: Equipment Distribution and Technical Support

• Users: producer customers contacting the distributor with technical questions

• Engine: AutomatiCworX's reasoning engine, grounded in the distributor's own equipment manuals and technical diagrams, not paired with action execution

• Scope: technical troubleshooting and equipment questions across a catalogue representing more than 150 manufacturers, with escalation to the distributor's technical team

The distributor

A distributor-integrator supplying equipment for food and beverage production, from fruit reception and processing through packaging and cleaning systems, representing more than 150 international manufacturers under one catalogue. Its customers range from small artisanal producers to larger-scale operations, and its technical team supports equipment after the sale, installation, maintenance, and troubleshooting.

The challenge

Representing 150 or more manufacturers means the technical documentation behind the catalogue is enormous and inconsistent, thousands of pages of manuals, wiring and mechanical diagrams, specification sheets, and troubleshooting guides, each written by a different manufacturer, in a different format, at a different level of detail. A customer calling with a fault code on a press, a question about a pump's maintenance interval, or a diagram they can't interpret is really asking the distributor to instantly know one specific detail buried somewhere inside that entire library.

That knowledge lived with a small technical team who had built up familiarity with specific equipment lines over years. A question about a manufacturer or model outside a given technician's experience meant time spent searching documentation manually, or a customer waiting for the right person to become available, in a production environment where a stalled piece of equipment is directly costing the customer money.

Why AutomatiCworX

The distributor deployed AutomatiCworX grounded directly in its own technical documentation, the manuals, diagrams, and specification sheets behind its full equipment catalogue, so a customer's technical question can be answered by searching that entire library instantly rather than depending on which technician happens to be free and how familiar they are with that specific machine.

The system answers what it can find a documented, grounded answer for, a fault code meaning, a maintenance step, a specification, and escalates to the distributor's technical team when a question depends on physically inspecting the equipment or falls outside what the documentation covers. It does not attempt a repair or dispatch a part itself, it resolves the question, or gets the right person involved with the technical context already gathered.

AutomatiCworX in action

A customer contacts the distributor about a fault code showing on a piece of packaging equipment. The system searches the equipment's own manual, identifies what the code means and the documented first steps, and gives the customer an immediate answer instead of a hold time.

A customer sends a question referencing a diagram they don't understand, asking which component they're actually looking at. The system locates the correct diagram from the manufacturer's own documentation and explains it in plain terms.

A customer describes a problem that sounds like it needs a physical inspection, unusual noise, a suspected mechanical failure. Recognising this is beyond what documentation alone can resolve, the system escalates to the technical team with the customer's description and the relevant manual sections already pulled, so the technician starts with context instead of a cold call.

The results

Customers get technical answers immediately for the large share of questions that already have a documented answer somewhere in the catalogue's manuals and diagrams, and the technical team's time is spent on the inspections and repairs that actually need a person on site, rather than on searching documentation for questions a system can now answer directly.

What is next

The distributor is extending AutomatiCworX's document grounding to cover additional manufacturer documentation as its catalogue grows, keeping the system's coverage current as new equipment lines are added.

See what AutomatiCworX can resolve for your customers.