Why UTM is not enough
UTMs on a newsletter miss the forum post that started the whole journey. Starting from a stable Graph signal ID fixes that story.
What to optimize
Revenue Memory shows which communities and question shapes produce Pipeline $ — not which template had the highest open rate in isolation.
Stack fit
HMAC webhooks and product signup events are the integration surface — the same as modern PLG stacks expect on the Agentic Revenue OS.
Category frames — not feature scorecards. See comparisons →