Before production: evidence and qualification
Fewer records showed how a recommendation traces back to customer signals, product relevance and approved evidence—or how a proposed asset is tested before creation.
After publication: lifecycle and measurement
Refresh, consolidation and retirement were less visible than net-new creation. Rankings, AI citations, reviews, community presence and pipeline were also commonly measured in separate workflows.
Strategic takeaway