Automation··5 min

What to automate in a revenue engine — and what to leave alone

Roughly three quarters of revenue operations work is mechanical. The remaining quarter is where deals are actually won.

Automate the mechanical

List building and enrichment, sequence sending, activity logging, task creation, stage hygiene, reporting assembly, first-pass reply classification. All of it is rules and text handling.

Assist, do not replace

Message drafting, segment hypotheses, and report commentary are faster with AI and worse without review. Keep a human approval gate on anything a prospect will read.

Leave alone

ICP judgement, pricing conversations, objection handling, and relationship calls. Automating these does not save cost; it removes the part of the process that creates margin.

More notes

Start with a diagnosis, not a pitch

Tell us what you are running today. We will come back with the gaps we would fix first and what we would leave alone.