AI SDR agents: a case study playbook for PE-backed portfolio companies in Latin America

This edition of the Growth Broker playbook is written for operating partners and portfolio CEOs inside private equity operating in Latin America. In this market, LATAM buyers reward hands-on partnership, local presence, and clear commercial terms, 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 PE-backed portfolio companies, the binding constraint is almost always predictable execution against a hold-period thesis, and in Latin America it is compounded by the fact that local partnership depth, not marketing spend 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 PE-backed portfolio companies in Latin America: the portfolio companies that install this hit the next value-creation milestone on schedule, and one properly-installed LATAM account becomes a reference across the region. That is the reason it is worth installing AI SDR agents deliberately for this market rather than importing a playbook designed for somewhere else.