Machine Learning Ends Manual Guesswork

Bid adjustments once consumed late‑night spreadsheet marathons; today adaptive models revise auctions in real time. Google Performance Max and Microsoft Audience Ads monitor thousands of signals—device, past conversion paths, even suburb‑level rainfall—to set bids humans cannot juggle. The strategist’s role shifts to supplying high‑quality data and enforcing guardrails. Clean events in Google Analytics 4, well‑labelled product feeds, and strict negative ke...  more