Digital advertising budgets were once planned through historical performance and manual forecasting. Today, rapid market shifts, fragmented channels, and real-time consumer behavior make static budgeting ineffective. Artificial intelligence is transforming how organizations allocate advertising spend by analyzing performance signals continuously and optimizing investments dynamically....