Use Cases

What we build, as soon as we have data.

Anonymized examples from real projects – visible in the POC within one week, expanded step by step in the productive implementation.

Use Case 01Design · Plant Engineering

How project folders become usable knowledge.

A mid-sized plant engineering firm with 10 designers, 100 projects and 6 years of experience, spread over 20 GB of unstructured project data. POC in one week.

Search time35 % → 20 %per designer

Capacity~450 h / yearfreed up

POC effort½ dayon the customer side

Knowledge agentFilter indexProject dossiersLessons learned

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Use Case 02Service · Manufacturers and Distributors

How service cases become available knowledge.

A pump and apparatus manufacturer with 8 technicians and 45 documented service cases. Cut downtime, even when the senior technician is not available. POC in one week.

Diagnosispattern instantlyknown cause

First-time fixhigherright part first time

POC1 weeksmall data package

Service knowledge agentFault patternsSpare partsLessons learned

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Use Case 03Product Management & Application Engineering

How product data becomes reliable sizing.

A pump and component manufacturer with around 50 products and variants. The right variant with standard and proof, consistent for sales and trade. POC in one week.

Sizingwith proofacross 3 sources

Infoconsistentsales & trade

POC1 weeksmall data package

Application engineering agentSuitability matrixStandardsService cases

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Use Case 04Documentation · Plant Engineering

Everything certified. And still it doesn't add up.

A hydrogen transfer station for a research institution. Certificates complete, assessment signed by an accredited expert — and the operating manual fails to pass on the condition the zone-free classification rests on. A real project folder, anonymised.

Project folder480 filesno preparation

Open points7each with a source

Review1 dayzero input from you

Documentation agentHand-over gapComponent limitsRevision status

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Your use case

Your bottleneck probably doesn't fit 1:1 into one of these examples.

That's fine. We start with your concrete bottleneck: a diagnostic workshop (€1,200) first, then a POC at a fixed price on a small data package.

Arrange a 30-minute call →