Home Employee Knowledge & Action Capabilities Expertise Location & Who-Knows-What Directory
Activity-based expertise inference Searchable expert directory Expert availability signalling Expert-to-question routing Infer topic authority from activity and authorship Record a person's claimed expertise areas Route a question to the topic authority Adjust inferred expertise from new activity Facts
Description Identifying and surfacing the person who is the actual authority on a given topic, so the question can be routed to them rather than requiring a document to already exist.
Layer Visibility
Maturity Classic ML
Pilot priority P2
Attributes {"lineage":"Enterprise social-graph and activity-based expertise inference predates the current LLM wave; LLM-era techniques now enhance topic extraction from unstructured activity"}
Notes Functional pattern Track: surfaces who knows what without itself taking any action on the person's behalf.
Functional pattern Track
Dataset version 2026.09.0. Pages, scope and counts are computed from the schema, not listed anywhere. A personal reference and portfolio project — not a vendor comparison site.