Post by Kevin Payne

Your AI is not the problem. Your SOPs are. This is the hardest lesson in AI implementation. The conversation in most GTM teams: "The AI is not performing." "The tool is not accurate." "We need a better platform." The real issue sits one layer below. The process the AI is trying to replicate was never fully documented in the first place. AI learns from what you give it. If your process exists in someone's head, in an outdated Notion doc, or in a 47-slide deck no one has read since 2023, the AI will execute a fragmented version of a fragmented process. Garbage in. Garbage out. But at AI speed. Three failure modes I see repeatedly: → The ICP definition lives in the founder's head, not the CRM. The AI agent scores leads against assumptions, not criteria. → The sales handoff lives in Slack messages, not a documented SOP. The agent passes accounts with missing context. → The follow-up cadence is based on rep intuition. The AI runs the wrong motion on the right accounts. Every one is a documentation failure. Before you evaluate a new AI tool, audit what you already have: → Can you describe the process in writing, step by step, from trigger to outcome? → Does every person on the team describe the process the same way? → Does the written version match what actually happens? If the answer to any of these is no, AI will make it more expensive, not less. Every AI project I run in my operator role starts the same way. Not with the tool. With the process audit. I map what exists, identify the gaps between the documented version and the real version, and close those gaps before any agent touches the workflow. That single step eliminates 80% of the implementation failures I watch other operators run into. The fastest path to working AI is not a better tool. It is a better-documented process for the tool you already have. Start there. Save this thread for your next AI project pre-launch checklist. And tell me in the comments: what is the most underdocumented process in your current GTM motion? Drop it below and let's talk through it.