AI Automation Examples: Six Patterns We Actually Build
Six AI automation patterns broken down by input, decision, action, approval gate, system of record, recovery path, and the measure that proves it worked.
The notebook
Notes on pipeline systems, AI agents, and audits that move the number. Written by the people building them.
Six AI automation patterns broken down by input, decision, action, approval gate, system of record, recovery path, and the measure that proves it worked.
The ten factors we score before recommending a build, when to use rules or RPA or an agent instead, and how to reject a bad automation candidate.
AI automation explained the way it gets built: how a workflow runs end to end, where a human still approves, how it fails, and when you do not need AI.
Most outbound fails before the first email is sent. The problem is not your sequences, your copy, or your tooling. It is your positioning.