If you know the exact year, campaign name, photographer, or filename, normal folder search may be enough. The hard cases are different: you remember a founder speaking, a crowded launch party, a blue package on a table, or a sunny exterior shot—but none of the metadata.
A better retrieval process starts from the visual facts you remember, uses source metadata as secondary clues, and then checks whether the old asset is still accurate and appropriate for the new use.