AI can save someone time while the business around them carries on much as before. The saved hours are useful, but they do not automatically become a stronger margin, a better client outcome or more capacity to take on work.
An agency needs to decide where that capacity will go. More time for thinking? Better creative exploration? A faster response to clients? A service it could not previously afford to offer? That is a management and commercial decision as much as a technology decision.
Look beyond the faster task
Suppose a strategist saves four hours preparing an analysis. If it waits three days for approval, the overall job may move no faster. If the saved time produces twice as many directions for a creative director to review, the queue may grow. These are examples of how a local improvement can fail to improve the whole route.
The question is what happens between the brief and the useful result. Check the waiting, handoffs and corrections as well as the time spent producing the first draft.
The Richmond Fed's research with corporate executives found a gap between reported AI productivity improvements and the gains implied by revenue and employment. The researchers point to delayed results and quality improvements that revenue measures may miss. It is a reason to use several measures, rather than assume reported time savings are immediate financial returns.
Measure the result and decide what to change
For an agency proposal, useful measures could include time from invitation to submission, rework, hours spent, quality against the agreed standard and the commercial result. They answer different questions. A fast proposal can still be weak; a strong proposal can still be too expensive to produce.
Prompt counts, generated words and platform activity can show participation. They cannot establish whether clients received better work or the agency became more profitable.
Then make a choice about the capacity created. Remove a handoff, bring judgement forward, improve the quality of the final output or use the team's time to develop a new service. Check whether that choice produced the effect you expected.
This is part of Hollee's 90-day adoption programme: choose the work that matters, agree how to judge it and learn from what happens as the team changes the route. Individual gains become valuable to the business when someone takes responsibility for putting them to work.