{"id":101678,"date":"2026-08-21T16:09:53","date_gmt":"2026-08-21T10:39:53","guid":{"rendered":"https:\/\/www.whizlabs.com\/blog\/?p=101678"},"modified":"2026-08-21T16:09:53","modified_gmt":"2026-08-21T10:39:53","slug":"how-to-build-ai-agents-on-azure-ai-103-guide","status":"publish","type":"post","link":"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/","title":{"rendered":"How to Build AI Agents on Azure: AI-103 Guide"},"content":{"rendered":"<!--[if lt IE 9]><script>document.createElement('audio');<\/script><![endif]-->\n<audio class=\"wp-audio-shortcode\" id=\"audio-101678-1\" preload=\"none\" style=\"width: 100%;\" controls=\"controls\"><source type=\"audio\/mpeg\" src=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/Building_Azure_AI_Agents_for_AI-103.mp3?_=1\" \/><a href=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/Building_Azure_AI_Agents_for_AI-103.mp3\">https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/Building_Azure_AI_Agents_for_AI-103.mp3<\/a><\/audio>\n<p><span style=\"font-weight: 400;\">You have been working on chatbots for years, but suddenly your boss told you that you need to build an AI agent. At first, it sounds like the same concept with a new name, but then you do a bit of research and the confusion arises: is an agent different from a chatbot? How does it operate independently? <\/span><b>How to build AI agents on Azure<\/b><span style=\"font-weight: 400;\">,<\/span> <span style=\"font-weight: 400;\">and are you experienced enough to do it?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Yes, in the initial stages, terms like AI agents, orchestration, and multi-agent systems can feel complicated. But the good news is that you don\u2019t have to master everything at once.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This guide gives you a practical, beginner-friendly understanding of building AI agents. It discusses the way agents actually work and how the relevant skills match the AI-103 exam syllabus.<\/span><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 ez-toc-wrap-left counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #ea7e02;color:#ea7e02\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #ea7e02;color:#ea7e02\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/#What_Are_AI_Agents_and_How_Do_AI_Agents_Work\" >What Are AI Agents and How Do AI Agents Work?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/#AI_Agent_vs_AI_Assistant_vs_AI_Application_Key_Differences\" >AI Agent vs AI Assistant vs AI Application: Key Differences<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/#How_to_Build_AI_Agents_on_Azure_Step_by_Step\" >How to Build AI Agents on Azure Step by Step<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/#1_Build_Your_First_AI_Agent\" >1. Build Your First AI Agent<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/#2_Configure_Azure_AI_Agent_Instructions_and_Tools\" >2. Configure Azure AI Agent Instructions and Tools<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/#3_Connect_Azure_AI_Agents_to_Data_and_Knowledge_Sources\" >3. Connect Azure AI Agents to Data and Knowledge Sources<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/#What_Are_the_Prerequisites_for_Building_AI_Agents_on_Azure\" >What Are the Prerequisites for Building AI Agents on Azure?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/#1_Python_Skills_for_Azure_AI_Agent_Development\" >1. Python Skills for Azure AI Agent Development<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/#2_Generative_AI_and_LLM_Skills_for_Azure_AI_Agents\" >2. Generative AI and LLM Skills for Azure AI Agents<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/#3_Prompt_Engineering_for_AI_Agents_on_Azure\" >3. Prompt Engineering for AI Agents on Azure<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/#4_Azure_Skills_Required_for_AI_Agent_Development\" >4. Azure Skills Required for AI Agent Development<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/#AI-103_Exam_Preparation_Roadmap_Step-by-Step_Guide\" >AI-103 Exam Preparation Roadmap: Step-by-Step Guide<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/#Step_1_Learn_AI-103_and_Azure_AI_Fundamentals\" >Step 1: Learn AI-103 and Azure AI Fundamentals<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/#Step_2_Build_and_Experiment_with_AI_Agents\" >Step 2: Build and Experiment with AI Agents<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/#Step_3_Learn_AI_Agent_Tools_Data_and_Orchestration\" >Step 3: Learn AI Agent Tools, Data, and Orchestration<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/#Step_4_Practice_AI-103_Scenario-Based_Questions\" >Step 4: Practice AI-103 Scenario-Based Questions<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/#Step_5_Review_AI-103_Topics_and_Close_Knowledge_Gaps\" >Step 5: Review AI-103 Topics and Close Knowledge Gaps<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/#AI-102_vs_AI-103_What_Changed_in_the_New_Azure_AI_Exam\" >AI-102 vs AI-103: What Changed in the New Azure AI Exam?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/#Final_Thoughts\" >Final Thoughts<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-build-ai-agents-on-azure-ai-103-guide\/#FAQs\" >FAQs<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_Are_AI_Agents_and_How_Do_AI_Agents_Work\"><\/span><b>What Are AI Agents and How Do AI Agents Work?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">An AI agent is an AI-enabled tool that can do more than respond to your questions. It can understand your goals, decide the next plan of action, use different tools, and complete the task promptly. Providing more advanced services than a traditional chatbot, the agent works independently towards a goal. The idea behind using an <\/span><b>agentic AI on Azure <\/b><span style=\"font-weight: 400;\">is to build a system that can take charge and automate business processes.<\/span><\/p>\n<p><strong>For example:<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">If you ask a chatbot to find out some good hotels in Goa, you will get a proper list (but that\u2019s all).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Whereas, the AI agent might take a step further and ask about your budget, travel dates, and locality preferences to search for relevant options.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">But even today, professionals use terms like AI agents, AI applications, and AI assistants interchangeably. Sure, they might overlap in practice; each serves a different role.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"AI_Agent_vs_AI_Assistant_vs_AI_Application_Key_Differences\"><\/span><b>AI Agent vs AI Assistant vs AI Application: Key Differences<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Let\u2019s understand how the <\/span><b>conversational AI agents <\/b><span style=\"font-weight: 400;\">differ from AI applications and assistants:<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-101684\" src=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/AI-Agent-vs-AI-Assistant-vs-AI-Application.webp\" alt=\"AI Agent vs AI Assistant vs AI Application\" width=\"1678\" height=\"1228\" srcset=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/AI-Agent-vs-AI-Assistant-vs-AI-Application.webp 1678w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/AI-Agent-vs-AI-Assistant-vs-AI-Application-300x220.webp 300w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/AI-Agent-vs-AI-Assistant-vs-AI-Application-1024x749.webp 1024w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/AI-Agent-vs-AI-Assistant-vs-AI-Application-768x562.webp 768w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/AI-Agent-vs-AI-Assistant-vs-AI-Application-1536x1124.webp 1536w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/AI-Agent-vs-AI-Assistant-vs-AI-Application-150x110.webp 150w\" sizes=\"(max-width: 1678px) 100vw, 1678px\" \/><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>AI agent: <\/b><span style=\"font-weight: 400;\">The agentic AI is goal-oriented and reasons through a task, uses tools, accesses information, and takes multiple steps to achieve an outcome.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>AI application: <\/b><span style=\"font-weight: 400;\">This software application uses AI for a specific function, such as analysing images or generating content.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>AI assistant: <\/b><span style=\"font-weight: 400;\">An AI system helps a user with questions or tasks, usually through a conversational interface. Some of the common tools are ChatGPT and Alexa.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">However, the lines can sometimes be blurred. An AI agent can be a part of the application, or Alexa might show agent-like abilities to complete tasks. The important thing is to understand how these concepts work both individually and as a whole.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"How_to_Build_AI_Agents_on_Azure_Step_by_Step\"><\/span><b>How to Build AI Agents on Azure Step by Step<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Once you are familiar with how an AI agent works differently from a traditional chatbot, the next step is <\/span><b>building the AI agent tutorial<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-101685\" src=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/How-to-Build-AI-Agents-on-Azure.webp\" alt=\"How to Build AI Agents on Azure\" width=\"1678\" height=\"1165\" srcset=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/How-to-Build-AI-Agents-on-Azure.webp 1678w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/How-to-Build-AI-Agents-on-Azure-300x208.webp 300w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/How-to-Build-AI-Agents-on-Azure-1024x711.webp 1024w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/How-to-Build-AI-Agents-on-Azure-768x533.webp 768w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/How-to-Build-AI-Agents-on-Azure-1536x1066.webp 1536w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/How-to-Build-AI-Agents-on-Azure-150x104.webp 150w\" sizes=\"(max-width: 1678px) 100vw, 1678px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">You don\u2019t have to start developing complex AI agents straightaway, especially if you are new. Start by creating the agent for a basic task and give the right set of commands and information. You can gradually add more features to it to make the agent more capable for business use.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Build_Your_First_AI_Agent\"><\/span><b>1. Build Your First AI Agent<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Start by building an AI agent on the <\/span><b>Azure AI Foundry <\/b><span style=\"font-weight: 400;\">according to your goal. For example, you can create an agent to answer every travel-related question for fellow adventurers or help hospitality professionals find information from a specific group of references.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">At this point, your focus should be on defining the purpose and feeding the right set of instructions to the agent so it can do exactly what you want it to.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Configure_Azure_AI_Agent_Instructions_and_Tools\"><\/span><b>2. Configure Azure AI Agent Instructions and Tools<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Once successfully built, you can improve the capabilities with <\/span><b>Azure AI agent tools <\/b><span style=\"font-weight: 400;\">and a better set of instructions. This stage is where your knowledge of <\/span><b>prompt engineering basics <\/b><span style=\"font-weight: 400;\">matters the most. You should explain the agent&#8217;s role and how it should respond to different customer queries. Tools let the agent do things beyond giving text responses, such as getting information, using an API, or connecting to another service.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">So, the AI agent tool becomes more useful and can independently determine which tool should be used to fulfil each user request.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Connect_Azure_AI_Agents_to_Data_and_Knowledge_Sources\"><\/span><b>3. Connect Azure AI Agents to Data and Knowledge Sources<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">An agentic AI needs to access relevant information to answer questions based on your business-specific data. You can connect it to documents, databases, knowledge sources, or other information sources.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">When you improve the capabilities of your <\/span><b>conversational AI agents<\/b><span style=\"font-weight: 400;\">, you can combine them with multiple tools and orchestration logic. However, beginners should first understand how to build the agent and give it instructions and tools to generate accurate responses and solutions.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_Are_the_Prerequisites_for_Building_AI_Agents_on_Azure\"><\/span><b>What Are the Prerequisites for Building AI Agents on Azure?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">You do not have to be an expert when you <\/span><b>learn the AI agent development <\/b><span style=\"font-weight: 400;\">process. But it is important that you are comfortable working with Python, generative AI, prompt engineering, and Azure. These skills give you an understanding of how to build agents and how various Azure services work together.<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-101686\" src=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/What-Are-the-Prerequisites-for-Building-AI-Agents-on-Azure.webp\" alt=\"What Are the Prerequisites for Building AI Agents on Azure?\" width=\"1678\" height=\"1092\" srcset=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/What-Are-the-Prerequisites-for-Building-AI-Agents-on-Azure.webp 1678w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/What-Are-the-Prerequisites-for-Building-AI-Agents-on-Azure-300x195.webp 300w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/What-Are-the-Prerequisites-for-Building-AI-Agents-on-Azure-1024x666.webp 1024w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/What-Are-the-Prerequisites-for-Building-AI-Agents-on-Azure-768x500.webp 768w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/What-Are-the-Prerequisites-for-Building-AI-Agents-on-Azure-1536x1000.webp 1536w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/08\/What-Are-the-Prerequisites-for-Building-AI-Agents-on-Azure-150x98.webp 150w\" sizes=\"(max-width: 1678px) 100vw, 1678px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Below are some of the key skills expected when you are building the <\/span><b>Azure AI agent development roadmap<\/b><span style=\"font-weight: 400;\">:<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Python_Skills_for_Azure_AI_Agent_Development\"><\/span><b>1. Python Skills for Azure AI Agent Development<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Python is one of the first programming languages that you should learn when building an agentic AI application and working on Azure. After the training, you should have expertise in variables, functions, loops, libraries, and handling data.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">You may also need to use APIs and SDKs to extract data or perform different tasks. An API lets one application connect to another, while an SDK provides the necessary tools so that you can easily work with a particular service or platform.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Generative_AI_and_LLM_Skills_for_Azure_AI_Agents\"><\/span><b>2. Generative AI and LLM Skills for Azure AI Agents<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Another prerequisite is to focus on generative AI and LLMs when working with <\/span><b>Azure OpenAI integration<\/b><span style=\"font-weight: 400;\">. You do not necessarily need to understand the maths behind AI models but should know the role of an LLM and how it operates as per the instructions and information it receives.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">It is equally beneficial to figure out which your AI model might provide incorrect information at times.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Prompt_Engineering_for_AI_Agents_on_Azure\"><\/span><b>3. Prompt Engineering for AI Agents on Azure<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">An agent only behaves the way you guide it to. So, your prompting skills should be on point, making sure that you do not end up giving the model unclear instructions. It can significantly affect how users interact with the agentic AI model.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">For example, you cannot just inform the agent to help customers. You must specify its role, the type of questions it should handle, the information it can use, and how it should respond. It helps the agent become more consistent and adaptive with its responses.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Azure_Skills_Required_for_AI_Agent_Development\"><\/span><b>4. Azure Skills Required for AI Agent Development<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">An understanding of Azure resources and how its services work can help you navigate the services used to build and deploy AI applications.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Even if you are unsure of every Azure service in the beginning, there\u2019s no need to worry. This is where the AI-103 certification comes in. It builds your skills and validates your expertise in developing AI applications.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">But from where do you begin preparing for the certification in a way that it simultaneously teaches you how to build an AI agent?<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"AI-103_Exam_Preparation_Roadmap_Step-by-Step_Guide\"><\/span><b>AI-103 Exam Preparation Roadmap: Step-by-Step Guide<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Learning the <\/span><b>AI app development lifecycle <\/b><span style=\"font-weight: 400;\">is the initial stage of preparing for the AI-103 exam. The best approach is combining theory with practice so you not only excel at the concepts but can also confidently apply them.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Below is a 5-step plan that you can implement to be ready for the exam and strengthen your application-based skills:<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Step_1_Learn_AI-103_and_Azure_AI_Fundamentals\"><\/span><b>Step 1: Learn AI-103 and Azure AI Fundamentals<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Firstly, begin by covering the syllabus of the AI-103 exam course:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Develop generative AI apps in Azure<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Develop AI agents on Azure<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Develop natural language solutions in Azure<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Extract insights from visual data on Azure<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Take your time and understand the core concepts like generative AI, AI applications, AI agents, Azure AI services, and basic prompt engineering. Microsoft provides a <\/span><strong><a href=\"https:\/\/learn.microsoft.com\/en-us\/training\/courses\/ai-103t00#course-syllabus\" target=\"_blank\" rel=\"noopener\">self-directed training course<\/a><\/strong><span style=\"font-weight: 400;\"> for professionals to study the core concepts.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">At this stage, you don\u2019t have to be an expert in every Azure core service. The focus should be understanding their use cases.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">You can leverage online video lessons where the industry experts break down complex terms and topics into simple language.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Step_2_Build_and_Experiment_with_AI_Agents\"><\/span><b>Step 2: Build and Experiment with AI Agents<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">After learning the basics, go through the <\/span><b>building AI agents tutorial <\/b><span style=\"font-weight: 400;\">and try it out. Design the agent from scratch, add instructions, connect tools, and give it access to relevant information.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If you are not 100% confident yet, start with small <\/span><b>AI agent use cases <\/b><span style=\"font-weight: 400;\">and gradually add more features to it.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">You can also experiment with different instructions and observe how the agentic AI behaves. This hands-on practice clarifies your concepts better than theoretical learning.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Trusted certification course providers like <a title=\"Whizlabs\" href=\"https:\/\/www.whizlabs.com\/\" target=\"_blank\" rel=\"noopener\" data-schema-attribute=\"about mentions\"><strong>Whizlabs<\/strong><\/a> introduce you to hands-on labs where you can try building new AI agents in a simulated environment.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Step_3_Learn_AI_Agent_Tools_Data_and_Orchestration\"><\/span><b>Step 3: Learn AI Agent Tools, Data, and Orchestration<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Your next step is to learn how different components work together. Connect your AI agent to tools, APIs, and data sources to figure out how it retrieves information or performs a particular action.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">At this stage, you can also invest your time learning the <\/span><b>AI agent orchestration <\/b><span style=\"font-weight: 400;\">basics and how various tools come together to accomplish a single task. If you are also trying your hands on <\/span><b>multi-agent systems<\/b><span style=\"font-weight: 400;\">, understand their use case and how different agents work cohesively to achieve company goals.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Learn how you can choose from different <\/span><strong><a title=\"AI orchestration patterns\" href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/architecture\/ai-ml\/guide\/ai-agent-design-patterns\" target=\"_blank\" rel=\"noopener\">AI orchestration patterns<\/a><\/strong><span style=\"font-weight: 400;\"> for multiagent architecture according to your company\u2019s specific needs.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Step_4_Practice_AI-103_Scenario-Based_Questions\"><\/span><b>Step 4: Practice AI-103 Scenario-Based Questions<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">After theoretical learning and hands-on experiments, it is time to assess your preparedness:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Practice Tests:<\/b><span style=\"font-weight: 400;\"> Attempt full-length practice tests once you are ready. These papers not only assess your capabilities but also help improve your time management skills. They are the final step you need to overcome before applying for the exam.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Step_5_Review_AI-103_Topics_and_Close_Knowledge_Gaps\"><\/span><b>Step 5: Review AI-103 Topics and Close Knowledge Gaps<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">As discussed above, your practice test results will help identify the topics you excel at and the ones you are struggling with. But don\u2019t spend equal time revising all the topics. Make sure to focus on areas where you are consistently falling behind.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Go back to the relevant <\/span><strong><a href=\"https:\/\/learn.microsoft.com\/en-us\/training\/courses\/ai-103t00\" target=\"_blank\" rel=\"noopener\">Microsoft documentation<\/a><\/strong><span style=\"font-weight: 400;\"> and try similar questions again.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"AI-102_vs_AI-103_What_Changed_in_the_New_Azure_AI_Exam\"><\/span><b>AI-102 vs AI-103: What Changed in the New Azure AI Exam?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Microsoft officially retired AI-102 certification on June 30, 2026, and replaced it with AI-103: Azure AI Apps and Agents Developer Associate. But you might come across courses and training journals around the old certification, which are not relevant anymore.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Why?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Because the new certification focuses more on building AI applications and agents, including generative AI and agent-based solutions. So, if you are preparing, make sure you only use AI-103 certification-specific study material.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Final_Thoughts\"><\/span><b>Final Thoughts<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Building an AI agent becomes an easy task once you understand how the agent actually works and different components fit together. You don\u2019t have to instantly learn the complexity of multi-agent systems. Start with learning <\/span><b>how to build AI agents on Azure <\/b><span style=\"font-weight: 400;\">for basic use cases and practice and improve upon it before you work towards advanced workflow goals.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The AI-103 certification aligns with a beginner\u2019s roadmap to building the AI agent for the first time. During preparation, you can combine theoretical revision and hands-on practice to strengthen your skills and solidify your knowledge.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Microsoft recommends practica<\/span><span style=\"font-weight: 400;\">l experience with Python, Azure, generative AI, and agentic solutions when studying for the exam. Building your own projects can help connect the concepts you study with real development work.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">To learn more and prepare for the <a title=\"AI-103 certification\" href=\"https:\/\/www.whizlabs.com\/microsoft-azure-ai-apps-and-agents-developer-associate\/\" target=\"_blank\" rel=\"noopener\" data-schema-attribute=\"about mentions\"><strong>AI-103 certification<\/strong><\/a>, start with a <\/span><span style=\"font-weight: 400;\">trusted online course<\/span><span style=\"font-weight: 400;\">.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"FAQs\"><\/span><b>FAQs<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><b>1. Is AI-103 suitable for beginners?<br \/>\n<\/b><span style=\"font-weight: 400;\">Not really. The AI-103 certification is not suited for absolute beginners, as it expects you to have some basic Python development experience and basic knowledge of genAI and Azure.<\/span><\/p>\n<p><b>2. Do I need to know Python to build AI agents on Azure?<br \/>\n<\/b><span style=\"font-weight: 400;\">Yes, you must possess the knowledge of Python when building AI agents. Although advanced experience isn\u2019t expected, you should feel comfortable using it to develop applications.<\/span><\/p>\n<p><b>3. Can I build AI agents without advanced AI knowledge?<br \/>\n<\/b><span style=\"font-weight: 400;\">Yes, you can build a starter agentic AI tool without advanced AI knowledge and gradually learn how agents use instructions, tools, data, and workflows. However, you&#8217;ll need a stronger understanding of these concepts as you move towards more advanced agent development.<\/span><\/p>\n<blockquote><p>If you have any questions regarding the AI agents, drop an email to us at <a href=\"mailto:support@whizlabs.com\">support@whizlabs.com<\/a><\/p><\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>You have been working on chatbots for years, but suddenly your boss told you that you need to build an AI agent. At first, it sounds like the same concept with a new name, but then you do a bit of research and the confusion arises: is an agent different from a chatbot? How does it operate independently? How to build AI agents on Azure, and are you experienced enough to do it? Yes, in the initial stages, terms like AI agents, orchestration, and multi-agent systems can feel complicated. But the good news is that you don\u2019t have to master 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