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Microsoft · azure ai
AI-103 validates the ability to design, develop, deploy, and operate Azure AI applications and agents with Python and Microsoft Foundry. It covers generative AI, RAG, agents, vision, speech, text analysis, document extraction, security, and observability.
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Question bank updated on September 10, 2026
An order agent must retrieve policy documents and query a live transactional API. How should the two capabilities be represented?
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A timed 100-minute simulation, weighted by domain.
Practice domain by domain, with no time pressure.
The official syllabus organized with summaries and progress tracking.
The CertifyDeck AI-103 practice test includes 800+ original exam questions written from the official Microsoft Certified: Azure AI Apps and Agents Developer Associate skills outline, each with the correct answer explained and available in English and Spanish.
Practice by domain with a free online test, take a timed 100-minute mock exam weighted like the real test and review your mistakes. Start for free, no sign-up or credit card, and try the practice test before deciding.
Episodes from the CertifyDeck YouTube series: real-format questions with the answer explained.
Official weighting per domain. Start for free, no sign-up.
Azure AI developers and engineers with Python experience who build generative applications, agents, and multimodal solutions with Microsoft Foundry.
AI-103 validates that you can design, develop, deploy and operate AI applications and agents on Azure using Microsoft Foundry. The exam combines architecture, Python development, generative models, RAG, tools, memory, security, observability and evaluation.
It also covers vision and media generation, text, speech and information extraction. Knowing a model is not enough: you must decide how to connect it to data and tools, secure the solution and measure its quality in production.
The two main blocks are planning and management at 25 to 30 percent and generative AI and agents at 30 to 35 percent. Together they can represent up to 65 percent of the exam. Spread the rest across computer vision, text and speech analysis, and information extraction, each weighted 10 to 15 percent.
Build one cross-cutting project: ingest documents, create a hybrid index, implement RAG, add a tool to an agent, apply a managed identity and record traces and evaluations. Then add a multimodal or speech input to cover several domains with a single practice.
CertifyDeck organizes questions by the five domains in force since 16 April 2026. Scenarios are original and train architecture and implementation decisions; they do not reproduce confidential exam content.
Start for free, no sign-up, and use the bilingual explanations to keep the English technical terminology. Before booking, alternate practice on weak areas with full, unseen mock exams.
Official source: study guide AI-103 on Microsoft Learn
CertifyDeck is an independent study platform and is not affiliated with, endorsed by, or sponsored by Microsoft. AI-103 and its related marks belong to their respective owner.
Microsoft Certified: Azure AI Apps and Agents Developer Associate, focused on advanced development with Python and Microsoft Foundry.
You should be comfortable with Python, Azure, APIs, vector search, RAG, generative models, identity, and responsible AI.
Planning and management is 25–30%; generative AI and agents is 30–35%; vision, text, and information extraction are 10–15% each.
Yes. Stems, options, and explanations are available in both languages while preserving official product terminology.
No. They are original exercises based on the public official objectives and do not reproduce confidential exam content.
Microsoft sets the price per country. USD 165 list price (varies by country; confirm on Pearson VUE when booking). CertifyDeck does not sell the exam, only the preparation: you can start for free and full access is a one-off fee per certification.
Microsoft does not publish an exact number; its exams usually have between 40 and 60 questions and AI-103 gives you 120 minutes. Our timed mock exam mirrors that length and the official domain weights.
You need a scaled score of 700 out of 1000. The scale does not map to a fixed percentage of correct answers, so aim for consistent results above 80% on unseen mock exams before booking.
Yes. You can start for free with no sign-up or card: AI-103 practice questions with explanations, a free online test by domain and published sample questions with answers. Full access to the whole bank and the timed mock exam is a one-off payment.
It is a good free starting point, but it is short and repeats the same items. A practice test with hundreds of original Microsoft Certified: Azure AI Apps and Agents Developer Associate questions, timed mock exams and practice by domain tells you where you fail and whether you keep the level under time pressure.
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