Playbook guide

Outreach with a human in the loop — on purpose

Autopost “growth hacks” are how accounts die. The Demand Graph is built for review as a first-class step, not a failsafe you hope nobody toggles on.

Last mile is judgment

A draft gets you 80% of the typing in the right register; you fix edge cases, tone, and factual details — especially in public.

Approval should be fast enough to not block timely threads. That is a UX decision as much as a “model” decision.

A visible history of good answers in a subreddit is an asset. A one-day spam burst is a liability. The loop is aligned with the first thing.

Compare us to outbound and community tools — with numbers, not star ratings.