Section
Case Studies
Cases and methodological reflections grounded in real business problems.
The permanent route and content entry points are in place. Detailed material will be added in the next stage.
Why are equipment records still hard for people and AI to use as more fields are added?
Moving beyond the growing number of fields in equipment records to examine business domains, perspectives, intent, and views generated from a stable representation.
02Why did automating BOM generation from drawings first require redefining the product?
The customer initially wanted AI to generate BOMs automatically from drawings. After reassessing the underlying need, we first clarified the product definitions and parameter-to-material configuration rules for six standard models, then built a small tool and put it into use. The technical department reported an improvement of approximately 25%–30% in efficiency for this work.
03Why must ‘approval’ be unpacked before an agent can automate it?
Returning from approval workflows to business objects, state changes, and the few points that truly require judgment before deciding what an agent should automate.