Section

AI & Marketing Operations

AI orchestration, marketing operations automation and internal tooling - the operator's stack behind the modern marketing team.

August 2026
7 min read
AI Found 66,000 Buyers in Seconds. That Was the Easy Part.

AI collapses the cost of finding buyers - and relocates the entire bottleneck to qualification. What Apollo and HubSpot actually did well, what they quietly got wrong, and the part no AI SDR pitch mentions.

Natalia Marianchyk
Upcoming
9 min read

Designing an Internal AI Marketing Stack.

The teams that will compound the fastest are building operator-grade AI systems, not experimenting with prompts.

Natalia Marianchyk·Upcoming