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Should this work be human, automated, or AI? Answer five questions to see where it belongs and what it's costing you, then refine the estimate when you want a sharper number.
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Build AI system
Automation runs it, AI reasons, and a person reviews the edges.
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This looks like a build
The numbers are strong and the problem is build-shaped. Name the automation pattern before you build. The guide classifies it in one question and maps the structure and the failure mode.
Get the Automation Architecture guide →Estimates only, shown as ranges and priced in USD. Money saved compares your labor and error inputs with build and maintenance cost. Extra revenue assumes you redeploy the freed hours, scaled by how much growth this category typically unlocks. Routing follows the Lever Hierarchy: systems before automation before AI. Error-sensitive work that still needs human review gets a built AI system.