Where AI fits in the operating model
A campaign idea is one decision. What follows it is dozens of formats, several cut-downs, a version per market and a run of seasonal refreshes. That long tail is where generation earns its place, because the rules are known and the volume is high. The front end, meaning the customer insight, the proposition and the campaign idea, is where it earns least. A workable model has three layers: a small central group that sets strategy and signs off masters, a production layer that turns masters into every variant, largely by generation, and channel and market owners who check what goes live. The old chain of brief, agency, shoot, retouch and resize becomes brief, master, generated set and review.
What stays human, and why it matters more
Three things stay with people. Strategy: choosing which customer problem to address, what the brand will not say and which idea gets the media money. Taste: noticing that a technically correct image is dull, or that an accurate headline is forgettable. Accountability: a named person signs off what the brand publishes and answers for it. The brief also becomes the most important document the team writes. When production is cheap, a vague brief produces a thousand vague assets, quickly. Teams that do well invest in writing briefs and in reviewing outputs against the objective, not only against the guidelines.
Moving budget from production to ideas
Adaptation work (resizes, cut-downs, market versions, seasonal updates) tends to sit in agency retainers and production budgets as a steady, unglamorous line. When generation brings that cost down, decide in advance where the money goes: more original concepts, more real testing, more markets, or more media behind the work that performs. If nobody decides, the saving disappears into more of the same assets. Watch the opposite failure too. More assets than the media plan can carry means creative that never runs and review queues that never clear. Renegotiate agency scopes around ideas and outcomes rather than hours of adaptation, and do it openly.
Measuring throughput and quality together
Throughput metrics on their own reward volume, so pair each with a quality measure. For throughput, track brief-to-live time, deliverables per brief and cost per asset that actually ran, since many generated assets never ship. For quality, track first-pass approval, the number of review rounds, the results of a random brand audit and in-market performance per concept. One ratio deserves close attention: the share of generated assets that get used. If it is low, the team is generating instead of deciding. Review the numbers monthly and read the quality measures first.
Updated 25 September 2026