Most businesses use AI backward. They buy the tool first and then try to find something for it to do. That usually does not work well. If the workflow is messy, AI just makes the mess move faster. The real value is in the handoff points: where data enters, where context is missing, where a next step is decided, where a draft gets created, and where a human still needs to review it. That is the basic idea behind my 5-Layer AI Workflow Audit. I just put together a full playbook on it here: Start Here: The 5-Layer AI Workflow Audit submitted by /u/ArmyVetBrooklynNY
Originally posted by u/ArmyVetBrooklynNY on r/ArtificialInteligence
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