AI SDR agents: a case study playbook for marketing and creative agencies in the APAC region

This edition of the Growth Broker playbook is written for agency owners and heads of new business operating in the APAC region. In this market, APAC buyers span very different cultures and reward vendors who adapt playbooks per market, so the way you install AI SDR agents has to be shaped to that reality from day one.

Names removed, numbers preserved. This is a real AI SDR agents engagement, reproduced as a playbook. Client had product-market fit, a rev team of eleven, and a stalled pipeline.

Week one: diagnosis. The stated problem was "not enough leads". The actual problem was spraying generic sequences from an unwarmed domain and burning sender reputation, which had been masked by inbound velocity that peaked two quarters earlier.

Weeks two to three: rebuild the target list from scratch and re-cut the trigger. AI SDR agents works when the cost per booked meeting drops 5–10x while volume rises; the client had drifted away from that first principle.

Inside marketing and creative agencies, the binding constraint is almost always owner-time bottleneck on the sales function, and in the APAC region it is compounded by the fact that market-by-market adaptation, not one-size playbooks is what actually gates growth. AI SDR agents is only useful here when it is pointed at both constraints at once.

Weeks four to six: live at 20% of previous volume, quality bar raised. Qualified meetings per $1k of AI spend per week moved every week, though absolute numbers stayed modest.

Weeks seven to twelve: ramp. By week ten the number was ahead of the pre-stall baseline. By week twelve it was 40% ahead. Cost per outcome was roughly halved.

What we would repeat: the diagnosis step, the quality bar, and the weekly review. What we would kill sooner: two tools we bought in month one that added noise instead of leverage.

The client's own summary at the end of quarter one: "we thought we needed more of everything; we actually needed less of the wrong things." That is usually the lesson.

Concretely for marketing and creative agencies in the APAC region: agencies that install this stop trading time for pipeline and start productising it, and the APAC teams that install this stop treating the region as one market and start winning it as many. That is the reason it is worth installing AI SDR agents deliberately for this market rather than importing a playbook designed for somewhere else.