Developing AI Apps and Agents on Azure — Information & Free Practice

The authority publishes percentage ranges for each content area. The practice percentages below use the midpoint of each range, normalized to 100%; they are not exact percentages published by the authority. Practice question counts may differ slightly because of rounding.

• Plan and manage an Azure AI solution — Official range: 25–30% (Practice allocation: 28.21%)

  • Choose the appropriate Foundry services for generative AI and agents
  • Set up AI solutions in Foundry
  • Manage, monitor, and secure AI systems
  • Implement responsible AI across generative AI and agentic systems
• Implement generative AI and agentic solutions — Official range: 30–35% (Practice allocation: 33.33%)

  • Build generative applications by using Foundry
  • Build agents by using Foundry
  • Optimize and operationalize generative AI systems
• Implement computer vision solutions — Official range: 10–15% (Practice allocation: 12.82%)

  • Design and implement image- and video-generation solutions
  • Design and implement multimodal understanding workflows
  • Implement responsible AI for multimodal content
• Implement text analysis solutions — Official range: 10–15% (Practice allocation: 12.82%)

  • Apply language model text analysis
  • Implement speech solutions
• Implement information extraction solutions — Official range: 10–15% (Practice allocation: 12.82%)

  • Build retrieval and grounding pipelines
  • Extract content from documents