
AI Agents for Cold Email: Infrastructure and Monitoring
AI agents for cold email need measurable alerts, enforced sending limits, and a named owner. Start with read-only reports before permitting campaign changes.
Field notes from building outbound systems for B2B teams — infrastructure, research, and the numbers behind both.

AI agents for cold email need measurable alerts, enforced sending limits, and a named owner. Start with read-only reports before permitting campaign changes.