← 🤝 The Customer-Facing Craft
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AI Benefits Realization
Benefits realization connects an AI workflow to observed business improvement. Account for eligibility, actual use, review and rework before turning time saved into a financial claim.
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PRACTICE THIS IN REAL QUESTIONS
Machine Learning & Data ScienceSix months after deployment, the CFO asks: 'What has this model actually earned us?' How do you answer?→Behavioral & Customer ScenariosTell me about a time you persuaded a resistant team to adopt an engineering practice you believed in.→Behavioral & Customer ScenariosNinety days in, adoption is 12% and the customer blames the product. What do you do?→System Design & Production EngineeringA customer runs 50 notebooks by hand every morning and wants it automated. IT will not approve any new cloud service.→System Design & Production EngineeringA customer wants AI code review on every PR. What does it catch, what does it miss, and how do you stop the team turning it off?→