STEP 04 — AI LAYER

Where can AI take on the work?

Score each role's tasks for automation and augmentation potential, and name what it frees the person to do instead. The three percentages must add up to 100.

AutomatableAI can do this largely on its own, with light human review.

AI-augmentedAI speeds it up or improves it, but a person still does the core work.

Human-coreNeeds judgement, relationships, or accountability — AI doesn't meaningfully change this.

Alex Kim Senior Software Engineer

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Ben Foster Product Manager

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Diego Alvarez QA Engineer

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Grace Liu Product Manager

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Jordan Lee Software Engineer

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Maya Chen QA Engineer

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Nina Torres Software Engineer

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Sam Patel Software Engineer

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