AWS Certified AI Practitioner
Grounding and Hallucination Detection
Keeping generated answers tied to real sources: RAG grounding, citations, contextual grounding thresholds, output validation, and what confidence scores do and do not mean.
Intermediate 22 minutes 5 Learning Objectives
- Explain why grounding reduces hallucination without eliminating it
- Interpret contextual grounding and relevance scores against a configured threshold
- Design a layered verification pipeline from retrieval through human review
- Distinguish deterministic output validation from model-based validation
- Explain what a confidence score measures and where it misleads