Files arrive in every format: contracts, spreadsheets, scanned records, slide decks, exports, and notes. A retrieval system only becomes useful when that input is transformed into a consistent search surface.
Talqora treats this as processing infrastructure, not a manual migration project. The system prepares content for dense and sparse retrieval while keeping the source document as a stable unit that can be updated or removed when the business changes.
That makes operational knowledge easier to maintain. A new file can be added, a revised file can replace its prior version, and an obsolete file can disappear from search without a separate cleanup project.