What Should Stay Human When You Embed AI Into Operations?
A liability-based framework for deciding which decisions must stay human when you embed AI into business operations, and which are just coordination work.
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A liability-based framework for deciding which decisions must stay human when you embed AI into business operations, and which are just coordination work.
Adding an AI agent to a broken workflow rarely fixes it. Here's why the failure is usually the process, not the model — and what to map before you automate.
Most AI adoption fails not because the model is bad, but because teams skip the workflow redesign and bolt AI onto a broken coordination layer. Here is where adoption should actually start.