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Pilot Acceptance Criteria

Pilot acceptance criteria connect a test result to a bounded deployment decision. Define eligible work, failure limits, missing evidence and the people who can approve the next step.

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RELATED CONCEPTS

Requirements Discovery Scoping Ambiguous Problems Deployment Decision Rights Golden Datasets and Eval Sets From Proof-of-Concept to Production

LESSONS THAT TEACH THIS

Foundations of Forward Deployed EngineeringLab: defend your engagement when the requirements change90 min→The FDE EngagementLab: reconcile the pilot result before recommending expansion90 min→

PRACTICE THIS IN REAL QUESTIONS

ML System Design (Product)Design an evaluation framework for an ads-ranking system.→Machine Learning & Data ScienceYour model scored 95% in the pilot and 70% in production. What happened?→Machine Learning & Data ScienceExplain k-fold cross-validation, and when would you refuse to use it?→Behavioral & Customer ScenariosYour customer says the pilot 'should just be good.' Define success metrics with them, live.→Machine Learning & Data ScienceA customer wants to forecast weekly demand. What's different about time-series ML, and how do you avoid embarrassing yourself?→Behavioral & Customer ScenariosA customer arrives with 30 AI use cases. Design the workshop that picks the first one.→