AWS Certified Generative AI Developer – Professional — free practice exam
81 original practice questions aligned to official exam domains. Run a timed, domain-weighted quiz in your browser — no login required.
Exam domains
| Domain | Weight |
|---|---|
| Domain 1: Foundation Model Integration and Architecture | 28% |
| Domain 2: RAG and Knowledge Integration | 24% |
| Domain 3: Agents, Tools, and Orchestration | 24% |
| Domain 4: Security, Testing, and Governance for GenAI Applications | 24% |
Sample practice questions
- What is the MOST appropriate AWS solution to apply least privilege to InvokeModel?
- What is the MOST appropriate AWS solution to block harmful prompts and responses?
- What is the MOST appropriate AWS solution to build tool-using agents that call APIs?
- What is the MOST appropriate AWS solution to choose model by latency vs quality tradeoff?
- What is the MOST appropriate AWS solution to choose chunking strategy for technical docs?
- What is the MOST appropriate AWS solution to encrypt prompts/responses at rest in logs?
- What is the MOST appropriate AWS solution to filter retrieval by tenant metadata?
- What is the MOST appropriate AWS solution to fine-tune models with proprietary data?
- What is the MOST appropriate AWS solution to implement streaming responses in chat UI?
- What is the MOST appropriate AWS solution to ingest PDFs into a knowledge base?
- What is the MOST appropriate AWS solution to invoke multiple FMs through unified APIs?
- What is the MOST appropriate AWS solution to use OpenAPI schemas for agent actions?
- What is the MOST appropriate AWS solution to orchestrate multi-step GenAI workflows?
- What is the MOST appropriate AWS solution to provision throughput for steady high TPS?
- What is the MOST appropriate AWS solution to red-team GenAI applications?
- What is the MOST appropriate AWS solution to store embeddings in vector database?
- What is the MOST appropriate AWS solution to validate tool inputs to prevent injection?
- An audit found gaps: the organization must invoke multiple FMs through unified APIs. Which option addresses this?…
- An audit found gaps: the organization must log token usage for cost governance. Which option addresses this? log token…
- An audit found gaps: the organization must hybrid search keyword plus vector. Which option addresses this? hybrid…
- An audit found gaps: the organization must test regression when changing prompts/models. Which option addresses this?…
- An audit found gaps: the organization must meet residency requirements for inference. Which option addresses this?…
- A company needs to audit model invocations across accounts. Which option meets the requirement with the LEAST…
- A company needs to prevent training data leakage in prompts. Which option meets the requirement with the LEAST…
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