knowledge-synthesis

Deduplicates and synthesizes search results from multiple sources into coherent, attributed answers with confidence scoring. The last mile of enterprise search. Takes raw results from multiple sources and produces a coherent, trustworthy answer. Transform this: Into this: The same information often appears in multiple places. Identify and merge duplicates: Signals that results are about the same thing: How to merge: When the same information exists in multiple sources, prefer: Keep as separate items when: Every claim in the synthesized answer must be attributable to a source. Inline for direct references: Source list at the end for completeness: Not all results are equally trustworthy. Assess confidence based on: For status queries, heavily weight freshness. For policy/factual queries, freshness matters less.