AI-102 vs AI-103 in 2026: Which Azure AI Exam, Foundry Shift, and Study Migration
Video
Which Azure resource is the top-level container in Microsoft Foundry that holds shared infrastructure (storage, key vault, container registry, AI service connections) for one or more AI projects?
Ai103 Plan Manage Category
Question · Easy
Spot the AI hallucination
Short
AI-102 retired June 30, 2026. Compare AI-102 vs AI-103 domain weights, Microsoft Foundry and agents changes, who should take AI-103 now, and how to migrate an AI-102 study plan — with FREE practice.
Blog
What is Microsoft Foundry used for on AI-103?
Plan and Manage
Flashcard
You are building a generative AI app in a Foundry project. Which authentication mechanism is recommended for production code calling Azure OpenAI from Azure-hosted compute?
Question · Medium
Azure OpenAI term for a subscription's token-per-minute allocation for a model and region, divided among deployments, not the per-deployment rate limit.
Foundry operations
Guess the Term
AI-103 Blueprint, Microsoft Foundry, and Solution Planning
Current AI-103 Exam Facts
Study guide
Cheat sheet
Which Azure OpenAI model family is best suited for fast, low-cost summarization of short customer messages where reasoning depth is not required?
Ai103 Generative Ai Category
Read the clue and guess the term in 6 tries.
Game
FREE Microsoft AI-103 Practice Questions by Domain (2026)
What should guide model selection?
Which Azure OpenAI model class is optimized for complex multistep reasoning, math, code, and chain-of-thought workloads?
Prepare for Microsoft AI-103 with its official April 16, 2026 five-domain blueprint, current exam-status facts, focused labs, and domain-weighted practice.
Azure authorization system built on Resource Manager that grants permissions through assignments at a chosen scope; attribute conditions are an optional layer added on top of it.
Microsoft AI-103 Exam Guide 2026: Azure AI Apps and Agents
Microsoft retires prompt flow in Microsoft Foundry and Azure Machine Learning on April 20, 2027. Which statement matches Microsoft's guidance?
Current 2026 AI-103 guide for the Azure AI Apps and Agents Developer Associate cert: cost, format, official April 2026 Foundry domain weights, study plan, mistakes, and free practice.
When is a small language model a good fit?
What does RAG (retrieval-augmented generation) primarily improve in a generative AI application?
Observability record of a whole agent run, not a single operation, that captures model calls, tool use and latency.
Foundry Hubs, Projects, Models, and Deployments
Which Azure service is the most common managed vector store used as the retrieval layer for Foundry RAG applications?
Ai103 Knowledge Mining Category
Swap tiles to line up three of the same term.
Term Match
When is a multimodal model needed?
You want Azure AI Search to automatically chunk documents and generate embeddings during indexing. Which feature should you enable?
Change in input data patterns away from training baselines that can degrade model performance over time; consistent deployments also reduce the 'configuration ___' kind.
Which retrieval strategy in Azure AI Search combines BM25 keyword search and vector similarity, then re-ranks the merged results using a Microsoft cross-encoder model?
What is keyless authentication?
Which Azure OpenAI capability lets a model decide to invoke a developer-defined function (tool) and have the host app execute it before returning a final answer?
Deployment billing measure that reserves fixed model processing capacity and is charged by the hour rather than per token.
Security, Networking, Monitoring, and Responsible AI
Which Microsoft Foundry capability keeps conversation state and orchestrates tool calls server-side, so you don't have to manage chat history yourself when building an agent?
Ai103 Agentic Category
Flip two cards at a time to find matching terms.
Term Pairs
Why use managed identity for Azure AI apps?
Which built-in tool can be attached to a Foundry agent so it can answer questions grounded in a specific Azure AI Search index without you writing retrieval code?
Azure AI Content ___, the service that powers Foundry guardrails and rates text and images in four harm categories by severity level.
Which framework is Microsoft's recommended option for building multi-agent orchestrations in .NET and Python that integrate with Foundry?
What does private networking protect?
Which Azure AI Vision capability extracts printed and handwritten text from images and PDFs?
Ai103 Vision Category
Pattern, not the model itself, that queries an index for relevant content, adds it to the model input, and lets the reply cite sources.
LLM applications
Generative AI, Agents, and Retrieval-Augmented Generation
Prompt Design, Model Selection, and Structured Outputs
You need to extract structured fields (vendor name, total, invoice number, line items) from invoices in many formats. Which Azure service provides a prebuilt model for this?
Find five hidden terms in a grid of letters.
Term Search
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