AWS Certified Generative AI Developer - Professional Questions and Answers
300 questions organized by topic with detailed explanations
AWS
AIP-C01
300 questions
5 topics
Updated Jul 2026Foundation Model Integration, Data Management, and Compliance
93 questions26 easy46 medium21 hard~31% of exam
An enterprise has image heavy PDF reports with charts and tables. It wants its Amazon Bedrock knowledge solution to extr...A healthcare startup prefers an AWS generative AI service that already aligns with common compliance programs such as HI...A publisher has mostly plain text manuals and wants the lowest complexity and no added multimodal parsing cost when buil...
Implementation and Integration
78 questions20 easy40 medium18 hard~26% of exam
A team wants AWS to suggest improved prompt variants for selected target models before running broader tests. Which Amaz...An enterprise has many existing services and wants a central way to convert them into agent ready tools that can be disc...A team already uses LangGraph and wants to keep that framework while adopting AWS managed agent capabilities. Which stat...
AI Safety, Security, and Governance
60 questions14 easy27 medium19 hard~20% of exam
A company uses a self hosted model outside Amazon Bedrock but wants to apply the same Guardrails policies to its inputs ...A security architect needs private network connectivity from an Amazon VPC to Amazon Bedrock without sending traffic ove...A governance team wants real time control over which tools an agent may call, using natural language policies that can b...
Operational Efficiency and Optimization for GenAI Applications
36 questions9 easy21 medium6 hard~12% of exam
A customer facing application is sensitive to latency spikes during busy periods and wants better output token latency f...A FinOps team wants to monitor how many input and output tokens an application is consuming in Amazon Bedrock. Which AWS...A team fine tuned several prototype models and later noticed recurring monthly charges even when those models were not a...
Testing, Validation, and Troubleshooting
33 questions10 easy14 medium9 hard~11% of exam
A brand team wants reviewers to judge whether model outputs match brand voice and friendliness. Which evaluation approac...Which set of metrics is explicitly associated with Amazon Bedrock automatic model evaluation?A platform team wants to automatically test guardrail effectiveness and send detailed policy violation information into ...
All Questions
| # | Question | Topic | Difficulty |
|---|---|---|---|
| 1 | A customer facing application is sensitive to latency spikes during busy periods and wants better ou... | Operational Efficiency and Optimization for GenAI Applications | hard |
| 2 | A team wants AWS to suggest improved prompt variants for selected target models before running broad... | Implementation and Integration | medium |
| 3 | A company uses a self hosted model outside Amazon Bedrock but wants to apply the same Guardrails pol... | AI Safety, Security, and Governance | medium |
| 4 | A FinOps team wants to monitor how many input and output tokens an application is consuming in Amazo... | Operational Efficiency and Optimization for GenAI Applications | easy |
| 5 | A security architect needs private network connectivity from an Amazon VPC to Amazon Bedrock without... | AI Safety, Security, and Governance | easy |
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