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AWSAIP
AIP Practice Exam — AWS Certified Generative AI Developer - Professional
AIP is AWS's professional-level generative AI exam: integrating foundation models, grounding them in your own data, keeping them safe and governed, and troubleshooting them in production. Practise with 128 questions, full 75-question papers against the 750/1000 pass mark, and a score breakdown per domain.
AIP exam at a glance
- Questions per paper
- 75
- Time limit
- 180 minutes
- Passing score
- 750 / 1000
- Question format
- Multiple choice and multiple response
- Official exam fee
- USD $300
- Certification valid for
- 3 years
- ReadyForCert access
- 60 days · $8.99 AUD
- Free sample
- 20 questions
Study, practise, review
Timed exams
Take 75-question simulations with a 180-minute timer and saved progress.
Exam reports
Review your score, every answer, and your performance across each exam domain.
What the AIP exam covers
Foundation Model Integration, Data Management, and Compliance
Selecting and integrating foundation models, preparing and grounding data, and meeting data-handling and compliance requirements.
31%Implementation and Integration
Building and wiring generative AI applications, prompt and agent design, and connecting models to existing systems.
26%AI Safety, Security, and Governance
Guardrails and content safety, access control for models and data, and responsible-AI and governance controls.
20%Operational Efficiency and Optimization for GenAI Applications
Latency, throughput and cost of inference, retrieval quality at scale, and choosing the cheaper design that still meets the requirement.
12%Testing, Validation, and Troubleshooting
Evaluating model and prompt performance against metrics, versioning, and diagnosing degraded output in production.
11%
A sample AIP question
One question written for this page, in the same style as the questions in the bank.
AI Safety, Security, and Governance
A bank builds a customer-facing assistant on Amazon Bedrock. Compliance requires that the assistant never discusses competitor products and never returns personally identifiable information, and requires evidence that the controls were applied to every request. Which approach meets the requirement with the LEAST custom code?
- AAdd the restrictions to the system prompt and log every prompt and completion to Amazon S3.
- BConfigure an Amazon Bedrock guardrail with denied topics and PII filters, attach it to the model invocation, and use its logging. — Correct answer
- CPost-process every completion with a Lambda function that runs regular expressions for competitor names and PII patterns.
- DFine-tune the foundation model on a dataset that excludes competitor and PII references.
About the AIP exam
How many questions are on the AIP exam?
75 questions in 180 minutes. Only 65 of them affect your score; the other 10 are unscored questions AWS uses to trial new items, and you cannot tell which is which. ReadyForCert papers use the same 75-question, 180-minute format.
What score do I need to pass AIP?
AWS reports a scaled score from 100 to 1,000 and the minimum passing score is 750. The scale is not a straight percentage of questions answered correctly, but it is a higher bar than the Associate exams, which pass at 720.
How is AIP different from the AI Practitioner exam?
AWS Certified AI Practitioner is a foundational exam about AI concepts. AIP is a professional-level developer exam: it assumes you build, secure and operate generative AI applications on AWS, and it passes at 750 over 180 minutes.
Are these the real AIP exam questions?
No. These are practice questions written against the published exam guide. Real exam content is under NDA and AWS rotates its bank, so memorising a leaked dump is the fastest way to fail a refreshed exam. This bank is tagged to the current AIP exam guide.
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