Multi-sided platform businesses with a large frontline operational workforce and an external partner or seller network.
Equipment manufacturers where engineering judgement, safety procedures, and field-service knowledge are the dominant knowledge assets.
Firms delivering client engagements, where confidentiality obligations partition knowledge within the firm itself.
Engineering-driven companies where technical documentation is tied to a fast release cadence and institutional memory is largely incident-driven.