Claude's New "Revenue Mode" is INSANE

20 Apr 2026 · 10 min
9:48

In this presentation, Eric Siu outlines the playbook his companies (Single Grain and Single Brain) use to deploy production AI agents that automate core revenue functions—sales, content creation, SEO, recruiting, and finance. He demonstrates concrete agent workflows, such as a sales agent that builds cold‑email campaigns end‑to‑end, a content‑repurposing agent that generates viral posts, and an SEO agent that integrates with a custom tool (Tiger Claw). Siu emphasizes the operational model: agents live inside Slack, run on scheduled cron triggers, self‑improve, and require human oversight for judgment and security. He details the training regimen (personality prompts, persistent memory files, lessons logs, expert‑panel grading) and shares open‑source resources (singlegrain.com/skills). The business impact is framed as massive margin gains—compressing weeks‑long tasks into a day, enabling a 24/7 company that can run outbound campaigns overnight, resurrect lost deals, and scale pipelines without additional headcount. Siu also warns about trade‑offs: occasional agent failures, the need for careful permissioning, and the importance of human judgment. Finally, he discusses infrastructure scaling, token budgeting, and the split between expensive frontier models (the “Ferrari”) and cheaper local models, projecting future GPU needs (up to 336 H100s) as AI adoption accelerates.

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