Forecasts fail when underlying opportunities are stale. The fix is process, not fancier spreadsheets.
Some teams forecast by stage probability; others use commit categories. Vertex CRM gives the pipeline raw material; your leadership picks the model.
Short pipeline reviews keep amounts and dates honest so month-end surprises shrink.