No SDRs, No CS, 7 People: Inside Swan's AI-Native GTM | Amos Bar Joseph

Amos Bar Joseph is CEO and co-founder of Swan. In 2025 the company went from zero to over 200 customers with three founders and no employees, and the whole business is built around one number: $10M ARR per employee. This session is how that actually works. The roles Swan refuses to create, where a human still has to sit in the loop and why, and what Amos calls the most important question in GTM today — where your context layer lives. He also shares his screen for the second half: the pipeline app he opens every morning, the strategic MQL alerts that land in Slack, and a close-lost re-engagement sequence built from a one-line prompt. "GitHub is good for agents, bad for humans. Notion is good for humans, bad for agents. Good context is digestible by both. If it isn't readable and understandable by both parties, it sucks." Recorded 8 September 2026, part of GTM Engineer School's free workshop series. Chapters 0:00 Who's in the room 2:35 The two kinds of company Swan works with 8:00 Zero to 200 customers with three founders 9:30 Why $10M ARR per employee, and what's wrong with the unicorn playbook 14:40 The hard part is human process complexity, not systems or data 19:17 Why Amos thinks the forward-deployed-engineer bubble will burst 24:45 What separates an AI-native builder: they build the process, not the work 28:13 The roles Swan won't create — no CS, no support, no SDRs 31:14 Bugs that get fixed before a human ever sees them 34:42 Where the human still decides: strategic accounts, and cost of error 39:30 Screen share: the pipeline app and the Slack MQL queue 43:36 Does this replace your CRM? 45:11 The six stages of a GTM context stack, from a Claude subscription to a shared layer 49:15 GitHub is good for agents, bad for humans 54:16 Rapid fire: which CRM, who it's for, where the data comes from 59:05 What you should be able to build after eight weeks of this GTM Engineer School runs an eight-week live cohort on building GTM systems: https://gtm-engineer-school.com/?utm_... Swan: https://getswan.com