1. What is GTM engineering?

GTM engineering is the discipline of designing the workflows, artefacts and data structures that turn scattered launch tasks into a reusable machine. It borrows from product thinking and dev-ops more than from classic marketing.

2. The core components

  • Canonical narrative – a single source of truth for the story.
  • Asset library – modular decks, one-pagers, pages and emails.
  • Channel templates – pre-defined patterns for email, social, paid, partner.
  • Measurement plan – the events and views needed before launch.

3. From checklist to system

Instead of a Notion doc that says “create deck”, “write blog”, “send email”, you design the dependencies and reuse:

  • The deck, page and email pull from the same short narrative doc.
  • Every launch has the same three funnel metrics, so dashboards don’t change.
  • Learnings are logged in a structured way and feed the next sprint.

4. Where AI helps orchestrate motion

Models can help generate first-pass copy for variants, summarise feedback across channels, and highlight which message-audience pairs are working. But GTM engineering still requires someone who understands product constraints, revenue targets, and capacity.

If you treat launches as systems, you get faster learning cycles and a GTM function that compounds instead of resetting every quarter.