How Can AI Marketing Efficiency Avoid Repeating Programmatic Advertising’s Mistakes?
Generative AI has made marketing production dramatically easier. A marketer can now research a topic, generate an outline, draft an article, create ad variations, summarize data, produce social posts, and generate creative concepts in a fraction of the time that traditional workflows required. But faster production does not automatically equal better marketing. That distinction sits



