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AI certification practice tests

Full-length, timed practice tests and prep material for AI certifications from Anthropic, GitHub, NVIDIA, Databricks, Microsoft, AWS, Google Cloud and Salesforce. Every answer has an explanation and a link to the documentation that supports it.

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Practice tests and prep topics by certification

Both passes cover every certification below. Open a certification to see its prep topics, taken from the official exam guide. The Claude certifications and GH-700 have 20 free questions to try.

Anthropic Claude 4

Claude Certified Associate – Foundations CCAO-F5 practice tests · 7 prep topics

Practice tests: 5 full-length, timed tests of 60 questions each.

Prep topics, from the official exam guide

  1. Prompting and Task Execution
  2. Output Evaluation and Validation
  3. Product and Model Selection
  4. Workflow Integration and Solution Design
  5. Configuration and Knowledge Management
  6. Governance, Risk, and Responsible Use
  7. Troubleshooting and Optimization
Try 20 free questions
Claude Certified Developer – Foundations CCDV-F5 practice tests · 8 prep topics

Practice tests: 5 full-length, timed tests of 53 questions each.

Prep topics, from the official exam guide

  1. Agents and Workflows
  2. Applications and Integration
  3. Claude Code
  4. Eval, Testing, and Debugging
  5. Model Selection and Optimization
  6. Prompt and Context Engineering
  7. Security and Safety
  8. Tools and MCPs
Try 20 free questions
Claude Certified Architect – Foundations CCAR-F5 practice tests · 5 prep topics

Practice tests: 5 full-length, timed tests of 60 questions each.

Prep topics, from the official exam guide

  1. Agentic Architecture and Orchestration
  2. Tool Design and MCP Integration
  3. Claude Code Configuration and Workflows
  4. Prompt Engineering and Structured Output
  5. Context Management and Reliability
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Claude Certified Architect – Professional CCAR-P5 practice tests · 7 prep topics

Practice tests: 5 full-length, timed tests of 63 questions each.

Prep topics, from the official exam guide

  1. Solution Design and Architecture
  2. Claude Models, Prompting and Context Engineering
  3. Integration
  4. Evaluation, Testing and Optimization
  5. Governance, Safety and Risk Management
  6. Stakeholder Communication and Lifecycle Management
  7. Developer Productivity and Operational Enablement
Try 20 free questions

GitHub 2

GitHub Certified: Agentic AI Business Professional GH-7004 practice tests · 4 prep topics

Practice tests: 4 full-length, timed tests of 50 questions each.

Prep topics, from the official exam guide

  1. Use GitHub platform features
  2. Enhance productivity by using GitHub Copilot
  3. Design and implement agentic workflows and automations
  4. Perform human-in-the-loop tasks for agentic workflows
Try 20 free questions
GitHub Copilot GH-3006 prep topics

Prep topics, from the official exam guide

  1. Use GitHub Copilot responsibly
  2. Use GitHub Copilot features
  3. Understand GitHub Copilot data and architecture
  4. Apply prompt engineering and context crafting
  5. Improve developer productivity with GitHub Copilot
  6. Configure privacy, content exclusions, and safeguards

NVIDIA 4

NVIDIA-Certified Professional: Agentic AI NCP-AAI10 prep topics

Official exam: 60 to 70 questions, 120 minutes.

Prep topics, from the official exam guide

  1. Agent Architecture and Design
  2. Agent Development
  3. Evaluation and Tuning
  4. Deployment and Scaling
  5. Cognition, Planning, and Memory
  6. Knowledge Integration and Data Handling
  7. NVIDIA Platform Implementation
  8. Run, Monitor, and Maintain
  9. Safety, Ethics, and Compliance
  10. Human-AI Interaction and Oversight
NVIDIA-Certified Associate: Generative AI LLMs NCA-GENL5 prep topics

Official exam: 50 to 60 questions, 60 minutes.

Prep topics, from the official exam guide

  1. Core Machine Learning and AI Knowledge
  2. Software Development
  3. Experimentation
  4. Data Analysis
  5. Trustworthy AI
NVIDIA-Certified Professional: Generative AI LLMs NCP-GENL10 prep topics

Official exam: 60 to 70 questions, 120 minutes.

Prep topics, from the official exam guide

  1. LLM Architecture
  2. Prompt Engineering
  3. Data Preparation
  4. Model Optimization
  5. Fine-Tuning
  6. Evaluation
  7. GPU Acceleration and Optimization
  8. Model Deployment
  9. Production Monitoring and Reliability
  10. Safety, Ethics, and Compliance
NVIDIA-Certified Associate: Generative AI Multimodal NCA-GENM7 prep topics

Official exam: 50 to 60 questions, 60 minutes.

Prep topics, from the official exam guide

  1. Core Machine Learning and AI Knowledge
  2. Data Analysis
  3. Experimentation
  4. Multimodal Data
  5. Performance Optimization
  6. Software Development
  7. Trustworthy AI

Databricks 3

Databricks Certified Generative AI Engineer Associate6 prep topics

Official exam: 45 scored questions, 90 minutes.

Prep topics, from the official exam guide

  1. Design Applications
  2. Data Preparation
  3. Application Development
  4. Assembling and Deploying Applications
  5. Governance
  6. Evaluation and Monitoring
Databricks Certified Context Engineer Associate7 prep topics

Official exam: 45 scored questions, 90 minutes.

Prep topics, from the official exam guide

  1. Foundations of Context Engineering
  2. System Prompt and Instruction Design
  3. Knowledge Retrieval and Genie Configuration
  4. Memory Architecture with Lakebase and MLflow
  5. Tool Design, MCP, and Agent Context
  6. Context Compression and Compaction
  7. Multi-Agent and Long-Horizon Task Design
Databricks Certified Machine Learning Associate4 prep topics

Official exam: 48 scored questions, 90 minutes.

Prep topics, from the official exam guide

  1. Databricks Machine Learning
  2. Data Processing
  3. Model Development
  4. Model Deployment

Microsoft 6

Microsoft Certified: Azure AI Apps and Agents Developer Associate AI-1035 prep topics

Prep topics, from the official exam guide

  1. Plan and manage an Azure AI solution
  2. Implement generative AI and agentic solutions
  3. Implement computer vision solutions
  4. Implement text analysis solutions
  5. Implement information extraction solutions
Microsoft Certified: Azure AI Fundamentals AI-9012 prep topics

Prep topics, from the official exam guide

  1. Identify AI concepts and capabilities
  2. Implement AI solutions by using Microsoft Foundry
Microsoft Certified: AI Transformation Leader AB-7313 prep topics

Prep topics, from the official exam guide

  1. Identify the business value of generative AI solutions
  2. Identify benefits, capabilities, and opportunities for Microsoft's AI apps and services
  3. Identify an implementation and adoption strategy for Microsoft's AI apps and services
Microsoft 365 Certified: Copilot and Agent Administration Fundamentals AB-9003 prep topics

Prep topics, from the official exam guide

  1. Identify the core features and objects of Microsoft 365 services
  2. Understand data protection and governance tasks for Microsoft 365 and Copilot
  3. Perform basic administrative tasks for Copilot and agents
Microsoft Certified: AI Business Professional AB-7304 prep topics

Prep topics, from the official exam guide

  1. Understand generative AI fundamentals
  2. Manage prompts and chats by using Microsoft 365 Copilot
  3. Manage business content and collaboration by using Microsoft 365 Copilot
  4. Drive business outcomes by using agents
Microsoft Certified: Agentic AI Business Solutions Architect AB-1003 prep topics

Prep topics, from the official exam guide

  1. Plan AI-powered business solutions
  2. Design AI-powered business solutions
  3. Deploy AI-powered business solutions

AWS 2

AWS Certified Generative AI Developer – Professional AIP-C015 prep topics

Official exam: 65 scored questions.

Prep topics, from the official exam guide

  1. Foundation Model Integration, Data Management, and Compliance
  2. Implementation and Integration
  3. AI Safety, Security, and Governance
  4. Operational Efficiency and Optimization for GenAI Applications
  5. Testing, Validation, and Troubleshooting
AWS Certified AI Practitioner AIF-C015 prep topics

Official exam: 65 questions, 50 of them scored.

Prep topics, from the official exam guide

  1. Fundamentals of AI and ML
  2. Fundamentals of GenAI
  3. Applications of Foundation Models
  4. Guidelines for Responsible AI
  5. Security, Compliance, and Governance for AI Solutions

Google Cloud 2

Google Cloud Certified Generative AI Leader4 prep topics

Official exam: 50 to 60 questions, 90 minutes.

Prep topics, from the official exam guide

  1. Fundamentals of gen AI
  2. Google Cloud's gen AI offerings
  3. Techniques to improve gen AI model output
  4. Business strategies for a successful gen AI solution
Google Cloud Professional Machine Learning Engineer6 prep topics

Official exam: 50 to 60 questions, 2 hours.

Prep topics, from the official exam guide

  1. Architecting low-code AI solutions
  2. Collaborating within and across teams to manage data and models
  3. Scaling prototypes into ML models
  4. Serving and scaling models
  5. Automating and orchestrating ML pipelines
  6. Monitoring AI solutions

Salesforce 1

Salesforce Certified Agentforce Specialist6 prep topics

Official exam: 60 questions, 105 minutes.

Prep topics, from the official exam guide

  1. Prompt Engineering
  2. Data 360 Fundamentals
  3. AI Agents
  4. Testing, Deployment, and Maintenance
  5. Governance and Observability
  6. Multi-Agent Orchestration

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No. Timo writes independent practice tests and prep material from each official exam guide. They are not supplied or endorsed by Anthropic, GitHub, Microsoft or any other certification provider, and a practice score does not predict an official result.

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