The earlier, the better. For a medium-sized event, 3 to 4 months in advance is ideal. For large corporate events or events in the busy autumn season, 6 months is more realistic.
An agency needs time to create a proposal, check venues and book entertainment. Popular options are quickly taken, so briefing early gives you more choice.