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Guide·9 min·Nov 2025·Draft

The Operator's Guide to AI Automation

Identifying workflows where AI creates 10× advantages — a framework for domain experts building AI-native products.

Most AI automation initiatives fail not because the model is wrong but because the workflow chosen is wrong. The full guide presents the three-question filter we use with operators (specificity, repeatability, and value-per-decision) to identify the workflows where AI delivers a 10× advantage rather than a 10% one.

This article is being drafted. The full version with data, frameworks, and case detail will be published soon. Subscribe via the contact form to be notified when it ships.

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