scenario questions

You need to ensure that an Azure AI services resource is accessible only from a specific virtual network. Which configuration should you update in the Azure portal?

You are designing an agentic workflow where an agent needs to maintain conversational context and remember user preferences across multiple disparate sessions over several weeks. Which architectural component should you implement?

You are designing an enterprise text analysis solution with high availability and security requirements. Which THREE practices should you implement? (Choose three.)

Your organization is preparing for an annual external security audit. The auditor requests proof that all Azure AI resources comply with ISO 27001 standards. Where can you download the official compliance audit reports for Azure AI services?

You are developing a customer support agent using Microsoft Foundry. The agent needs to call a custom weather API tool when a user asks about local conditions. How should you define this capability in the agent configuration?

You need to extract text from a multi-page PDF document using Azure AI Vision Read API. How are pages represented in the JSON response structure?

Your development team needs to test a new Azure AI Language service feature without incurring ongoing charges when the service is idle. Which billing model is appropriate for initial prototyping?

What is the primary purpose of the 'selection marks' detection in the layout model?

Your organization is planning to deploy multiple Azure AI services and needs to implement robust cost management and governance practices. Which TWO actions should you take? (Choose two.)

You are automating document processing. You want to trigger a workflow only after a Document Intelligence operation finishes. What is the standard way to implement this?

You are processing customer feedback emails that contain both English and Spanish paragraphs within the same message. You need to perform sentiment analysis on each paragraph separately. What should you do?

You have trained a Custom Vision classification model. You need to export the model to run locally on an edge device using ONNX format. Which project domain must you select when creating the project to support export?

You need to ensure that an AI model deployment is resilient to regional outages. What should you implement?

You are using Azure AI Foundry to evaluate a generative AI assistant that summarizes customer call transcripts. Reviewers complain that some summaries include details never present in the transcript. You need an automated metric that quantifies this specific defect during evaluation runs. Which metric should you use?

You are developing a custom extraction model using Azure AI Document Intelligence Studio. Your training dataset consists of multi-page invoices with varying structures, and some fields appear only on the final page. How should you structure your tagging configuration?

You are deploying an Azure OpenAI resource and want to authenticate client applications using Microsoft Entra ID instead of static API keys. Which role must be assigned to the application's managed identity to permit it to invoke model deployments?

You are calling the Azure AI Language REST API for Named Entity Recognition (NER) and receive an HTTP 429 status code. How should your application handle this error?

You are deploying a model that requires significant GPU resources. You want to ensure the deployment only scales when the average CPU load exceeds 70%. Which feature of Azure AI managed endpoints do you configure?

Which THREE fields are typically returned by the prebuilt-receipt model?

You are setting up budget alerts for your Azure AI services to prevent unexpected overspending. Which Azure tool should you use to create these alerts and automatically trigger an action group when the budget threshold reaches 90%?

You are testing an image analysis application in Python. You want to retrieve object bounding boxes using Azure AI Vision 4.0. Which feature string should you pass to the client?

You are configuring a Microsoft Foundry project to deploy a multimodal model. You need to ensure that the model deployment scales automatically based on request volume while minimizing management overhead. Which deployment type should you select?

Your organization is establishing a governance framework for Azure AI resources. You need to ensure cost control, tagging compliance, and security posture management across all subscriptions. Which THREE Azure services or features should you deploy? Each correct answer presents part of the solution.

Your company requires that all Azure AI service endpoints are accessible only from within a specific Azure Virtual Network (VNet) and that public internet access is completely disabled. How should you configure the Azure AI resource networking settings?

You need to extract data from a document that includes handwritten signatures and printed text. Which capability is required?

Which tool provides a graphical user interface for labeling documents for custom models?

You are developing a solution that must extract structured fields such as vendor name, invoice total, and due date from standard supplier invoices. The invoices come from many vendors but follow common invoice layouts. You want the fastest path to production without building or training a model. Which Azure AI Document Intelligence capability should you use?

You need to extract information from a business card. Which prebuilt model should you select?

Your development team needs to deploy an Azure AI Search service and connect it to an Azure SQL Database containing source documents. Security requirements state that credentials must not be stored in application code. Which authentication method should you use between Azure AI Search and Azure SQL Database?

When designing an Azure AI Foundry project architecture, which TWO resources are typically linked to the Azure AI Hub to enable full model deployment and search capabilities? (Choose TWO)

When configuring role-based access control (RBAC) for an Azure AI Services account, which TWO built-in roles are appropriate for assigning to users who only need to invoke AI models without managing the underlying resource infrastructure? Each correct answer presents part of the solution.

You want to detect whether corporate logos appear in user-submitted images using Azure AI Vision. Which visual feature parameter should you request?

Your application processes images submitted by users. You want to ensure that images containing inappropriate or explicit content are rejected before further processing. Which Azure AI Vision feature should you evaluate first?

You are building a generative AI application that summarizes long legal documents. Users complain that summaries omit important clauses located in the middle of the document due to the model's attention limitations over extremely long texts. What phenomenon does this represent, and how can you mitigate it?

You are configuring an Azure AI Language service resource in the Azure portal. Which THREE settings or blades are available for managing the resource? (Choose three.)

You are troubleshooting a RAG application in Azure AI Foundry where retrieved search results are irrelevant to user queries. Which THREE actions should you take to diagnose and improve retrieval quality? (Choose THREE)

You need to export logs from your Azure AI service to an external SIEM (Security Information and Event Management) system. What is the best way to achieve this?

Which TWO monitoring strategies are effective for detecting 'data drift' in a deployed AI model?

You are building an agent that needs to execute Python code safely to calculate financial projections requested by users. Which tool in Azure AI Agent Service should you enable to allow the agent to write and run code in an isolated environment?

You are designing a high-throughput, low-latency architecture for an Azure OpenAI application. Clients are distributed globally across North America, Europe, and Asia. To ensure minimal latency and high availability, you decide to deploy multiple Azure OpenAI instances in different regions. How should you route incoming client requests to the nearest optimal region?

When planning the deployment of an Azure AI Search service, which TWO sizing and capacity parameters must you configure during creation? Each correct answer presents part of the solution.

You are monitoring an Azure OpenAI deployment in Azure AI Foundry and notice an increase in HTTP 429 (Too Many Requests) errors. Your application needs to handle these rate limit spikes gracefully. What is the recommended architectural solution?

You are deploying an Azure AI Document Intelligence resource. You need to ensure that only client requests coming from your corporate public IP address range can access the endpoint. Which networking configuration should you apply?

You are configuring an Azure AI Document Intelligence container for deployment in an on-premises disconnected environment. Which environment variable is mandatory for the container to start successfully and report billing usage?

You are training a custom template model in Azure AI Document Intelligence and notice that one of your key fields is consistently failing to extract on documents where the label text is vertically oriented. How should you address this issue?

You are migrating an Azure AI service from one region to another. What is the most efficient way to migrate the configuration?

You are creating a Custom Vision project and need to select a domain. Your project involves classifying images of various food dishes. Which domain should you select to optimize model accuracy for food classification?

You are optimizing a RAG pipeline in Azure AI Foundry. The model is hallucinating when retrieving documents from a large corpus. Which strategy should you implement to improve grounding accuracy?

You need to view the latency of requests made to an Azure AI services endpoint. Where do you find this information?

Which THREE options are available for configuring network security in Azure?

Which THREE security principles should you follow when managing Azure AI resources?

You are designing a RAG solution using Azure AI Search and Azure OpenAI. Users report that when querying technical documentation, the system misses highly relevant paragraphs because the exact keywords do not match the user's conversational query. How should you configure Azure AI Search to improve retrieval accuracy?

You are preparing a dataset for fine-tuning an Azure OpenAI model in Azure AI Foundry. Which TWO data formatting and preparation requirements must you follow? (Choose TWO)

You are monitoring your Azure OpenAI deployment in Azure AI Foundry. You notice an increase in HTTP 429 status codes. What does this error indicate?

You are managing an enterprise Azure OpenAI resource that experiences bursty traffic patterns. To optimize cost without sacrificing availability during sudden workload spikes, you decide to implement a caching layer for frequent prompts and responses. Which Azure service should you integrate in front of Azure OpenAI?

You are deploying an Azure AI multi-service account in the West US region. The finance department requires that all resource deployment costs be tracked by department code using Azure Resource Manager tags. Which Azure feature should you use to enforce the mandatory application of the department tag across all future Azure AI resource deployments?

When analyzing documents using Azure AI Document Intelligence, which THREE properties can be found within the returned JSON result object for an extracted table cell? (Choose THREE)

You are designing an agentic workflow in Azure AI Foundry that requires the agent to call an external REST API. Which component should you use to define the tool interface?

You are setting up diagnostic logging for an Azure OpenAI resource. Your security team mandates that all log streams must be exported in real-time to a security information and event management (SIEM) platform outside Azure, such as Splunk. Which destination should you configure in the Azure Monitor diagnostic setting?

You are writing a Python script using the Azure AI Language SDK (`azure-ai-textanalytics`). Which client class should you instantiate to connect to your language resource?

You are building an agentic workflow in Azure AI Foundry using the Semantic Kernel framework. The agent needs to call external APIs dynamically based on user intent. Which component should you register with the kernel to enable this capability?

You are preparing a prompt template for a summarization task. You want to provide three distinct examples of input text and expected summaries before asking the model to process the target text. What is this prompting technique called?

How do you handle sensitive user data when using an Azure AI Agent?

When designing a RAG-based agent, which THREE factors directly influence the quality of the retrieved information?

Your enterprise architecture team is reviewing the security posture of an Azure AI deployment that handles sensitive financial documents. Which TWO actions should you implement to secure data in transit and at rest? (Choose two.)

You are managing an Azure OpenAI model deployment in an active-passive multi-region disaster recovery architecture. A regional outage occurs, and you failover traffic to the secondary region. However, clients report receiving authentication errors. What is the most likely cause?

You are deploying an Azure OpenAI model in Azure AI Foundry and need to restrict access so that only specific virtual networks within your enterprise can invoke the model endpoint. Which feature should you configure?

What is the primary purpose of a 'Vector Store' in a RAG-based agentic application?

You are configuring content safety filters in Azure AI Foundry for a public-facing generative AI application. You need to ensure that the application detects and blocks potential jailbreak attempts and protected material text. Which component should you configure?

You are configuring prompt engineering practices for a generative AI application in Azure AI Foundry. Which THREE practices should you follow to ensure high output quality and reliability? (Choose three.)

Which authentication method is recommended to prevent 'key leakage' in Azure AI Services?

You are designing an agentic workflow where an orchestrator agent delegates sub-tasks to specialized worker agents (e.g., a research agent and a coding agent). Which framework or service native to Azure AI supports multi-agent orchestration patterns?

Your development team has created a custom model using Azure Machine Learning. You need to deploy this model as a real-time web service endpoint with auto-scaling capabilities. Which deployment target should you select?

You are configuring an Azure AI Document Intelligence prebuilt model to extract key-value pairs from standard invoices. Which API operation should your application call to process the document asynchronously?

You are configuring a custom named entity recognition project in Language Studio. You have tagged your training documents and want to split your dataset into training and testing sets. What are the recommended split options available in Language Studio?

You are managing prompt assets in Azure AI Foundry. Your team collaborates on developing, testing, and versioning system prompts. Which feature in Azure AI Foundry should you use to store and manage these prompt templates?

You are writing a system prompt for an Azure OpenAI model deployed in Azure AI Foundry. You want to ensure the model responds only using the provided context and refuses to answer if the context is insufficient. What technique should you use?

You are designing an AI application and want to test different foundation models (e.g., GPT-4o vs. Llama 3) side-by-side using the same prompt and test dataset. Which feature in Azure AI Foundry should you use?

Which file format is NOT natively supported for training custom models in Azure AI Document Intelligence?

You are building an agentic application that uses function calling. The model frequently hallucinates arguments for complex tool schemas. Which technique should you apply to improve function calling reliability?

Which THREE prebuilt document models are natively available out-of-the-box in Azure AI Document Intelligence? Each correct selection represents a valid prebuilt model.

What is the primary benefit of using the Model Catalog in Azure AI Foundry?

You are deploying a custom AI model using a container image stored in Azure Container Registry (ACR). How do you ensure the deployment can pull the image securely?

You are testing an agent in the Azure AI Foundry playground. You observe that the agent answers questions about its internal prompt. What is the most effective way to prevent this?

Your enterprise application uses Custom Vision. Due to compliance policies, you must ensure that your training data and model endpoints reside within a specific Azure region with strict data residency guarantees. Which resource configuration should you use?

You are configuring rate limiting and request throttling for multiple client applications consuming an Azure OpenAI endpoint. Different clients have different tier agreements (Bronze, Silver, Gold). Where should you implement these tiered rate-limiting policies?

You are implementing prompt engineering for a customer support agent. To minimize hallucinations when the model lacks information, which Prompt Flow technique is most effective?

You are deploying an Azure AI Speech resource using an ARM template. Which parameter defines the name of the resource instance?

You are designing an agentic workflow in Azure AI Agent Service where multiple specialized agents need to collaborate to solve complex, multi-step financial analysis tasks. One agent manages the workflow state and decides which sub-agent to invoke next. What architectural pattern is best suited for this implementation?

You are troubleshooting a performance issue where your application's calls to Azure AI Vision experience high latency. Your application is hosted in Azure West US, but your Azure AI Vision resource was accidentally created in Azure Southeast Asia. What is the recommended remediation?

You are configuring text summarization using the Azure AI Language REST API. Which THREE parameters or configuration options are associated with summarization requests? (Choose three.)

You are integrating Document Intelligence with Azure Blob Storage. You need to provide the model with a set of documents for training. How should you prepare the data?

You are deploying an Azure OpenAI model in Azure AI Foundry and want to evaluate its performance and safety against a validation dataset before moving to production. Which tool should you use?

You are troubleshooting an Azure AI Language asynchronous summarization job. You submitted a batch of documents using the `/analyze` endpoint with long-running operations (LRO). How should your application check the status and retrieve the results of the job?

Your development team requires secure, passwordless authentication from an Azure Function to an Azure AI Vision resource. Which authentication mechanism should you implement to adhere to security best practices?

What is the purpose of 'Azure Advisor' in an AI solution?

You are troubleshooting a Custom Vision object detection model that has low precision and high false-positive rates for a specific object class. During data analysis, you notice that negative images (images without the object) lack background variety. What is the recommended remediation step?

Your application uses the Azure AI Document Intelligence Prebuilt Receipt model to process customer receipts. A receipt contains a custom tip amount that is not explicitly categorized by the default prebuilt schema. How should you extract this custom value?

You need to ensure that your agent's response is formatted as valid JSON. How should you approach this?

You are implementing an agentic workflow where an agent needs to search a vector database, inspect the retrieved results, and if the results are insufficient, reformulate the query and search again before answering. What agent design pattern are you implementing?

When designing prompt engineering strategies for complex reasoning tasks in Azure OpenAI, which TWO techniques help reduce hallucinations and improve output reliability? (Choose TWO)

Which Azure feature allows you to control which users can modify or delete your Azure AI resources?

What is the primary function of the 'layout' model in Azure AI Document Intelligence?

Which TWO metrics are reported by Document Intelligence Studio to evaluate model performance?

You are analyzing multi-language documents containing mixed English and Japanese text using Azure AI Vision Read API. How should you specify the language parameter to ensure optimal OCR accuracy?

You are provisioning an Azure AI services account and need to select the kind of resource. Which kind parameter value should you select for an Azure OpenAI deployment?

Your organization has deployed an Azure AI Custom Vision model. You need to automate the retraining pipeline whenever new training images are uploaded to an Azure Blob Storage container. Which Azure service should you use to trigger the retraining pipeline?

You are designing an image analysis solution using Azure AI Vision 4.0. Which TWO visual features can be requested in a single Image Analysis API analyze request? (Choose two.)

When creating a new project in the Custom Vision portal, you need to choose a classification type. You want to tag an image with multiple independent tags (e.g., 'outdoor', 'sunset', 'mountain'). Which classification type should you select?

You are reviewing the pricing details for Azure AI Language. How is billing calculated for pre-built text analysis features such as sentiment analysis and key phrase extraction?

You are planning to deploy an Azure AI solution that includes multiple Azure Cognitive Services resources. You need to ensure that the resources can be managed together and that costs are consolidated. What should you use?

You are developing a multi-agent orchestration solution using Azure AI Agent Service and want to ensure that user inputs are safely evaluated before they are passed to the model. Which component should you configure to inspect and filter incoming prompts for malicious content and restricted topics?

You are using Custom Vision to train an object detection model. You want to evaluate model performance before publishing an iteration. Which metric represents the overall accuracy of the model across all classes at various confidence thresholds?

You are deploying a custom text classification model using Azure AI Language. The model undergoes frequent retraining as new business data arrives. You need to establish a model versioning strategy that allows zero-downtime client updates while ensuring seamless rollback capability if regression occurs. What is the recommended architectural approach?

When configuring role-based access control (RBAC) in Azure AI Foundry and Azure OpenAI, which TWO built-in Azure roles are commonly assigned to developers and services? (Choose TWO)

You are building an automated support ticketing system. You need to extract names, email addresses, and phone numbers from user messages while leaving non-sensitive text untouched. Which feature of Azure AI Language should you use?

You are implementing a text classification pipeline using Azure AI Language. You want to deploy your trained custom model to a production endpoint. What is required before you can assign traffic to the model deployment in Language Studio?

You are tuning the prompt for a generative AI application in Azure AI Foundry. The model frequently hallucinates when asked complex multi-part questions. You decide to use chain-of-thought (CoT) prompting. How should you structure the prompt to implement CoT effectively?

Your application uploads images to Azure AI Vision via URLs. One of your URLs is failing with an invalid image error, even though the image opens correctly in web browsers. What is the most likely reason?

You are implementing a multi-region disaster recovery strategy for an Azure OpenAI deployment. If the primary region goes down, how should you configure traffic redirection to the secondary region using Azure Front Door?

Your application calls Azure AI Vision API and receives an HTTP 429 Too Many Requests response. What does this error signify, and how should your application handle it?

You are implementing opinion mining as part of sentiment analysis in Azure AI Language. An incoming review states, 'The room was spacious, but the staff was rude.' What does opinion mining return for this sentence?

You are processing large PDF documents. You only need the text in the table of contents. What is the most cost-effective approach?

You are evaluating a Custom Vision classification model. You want to programmatically test the model against a validation dataset without using the portal UI. Which endpoint should your script call?

You want to monitor the cost and latency of your agentic application in production. Which service should you integrate with your Azure AI Foundry project?

You are designing a multi-agent solution in Azure AI Foundry where agents collaborate asynchronously. One agent produces an intermediate JSON payload that must be strictly validated before being consumed by the next agent. What feature should you implement?

You are training a Custom Vision object detection model. You have 1,000 images, but only 200 of them contain the rare object you want to detect. The other 800 images are background images without the object. What impact will this class imbalance have on training, and how should you address it?

You are processing medical intake forms using Azure AI Language. You need to identify and categorize medical terms, medications, and dosages. Which feature should you use?

You are planning to deploy an Azure AI solution that requires a dedicated endpoint for a custom model. You need to choose a deployment option that provides a static endpoint and supports autoscaling. What should you use?

Your team needs to extract the most important talking points from research papers using the Azure AI Language service. You want the service to return a list of salient terms and phrases from the input document. Which API task should you execute?

You are building an image search engine. You want to extract visual feature tags from user photos using Azure AI Vision 4.0. Which visual feature should you request?

You are developing a RAG solution using Azure AI Search. Users are searching using domain-specific acronyms that are not well-represented in standard embedding models, resulting in poor retrieval scores. What feature should you enable in Azure AI Search to improve keyword matching for exact acronyms?

You are building an agent in Azure AI Foundry that needs to retrieve information from a company SharePoint site. Which component should you implement to ground the agent?

You are evaluating generative AI model outputs in Azure AI Foundry. Which TWO automated evaluation metrics assess the quality and correctness of RAG responses against source data? (Choose TWO)

You are planning the disaster recovery strategy for an Azure AI Translator resource. In the event of a regional outage in East US, you want to ensure minimal downtime and continuity of service. Which deployment model should you select?

You are designing a generative AI application in Azure AI Foundry and want to categorize user queries into predefined intent classes before routing them to specific agents. Which prompt engineering technique should you apply?

Which THREE features are critical for managing the lifecycle of an AI model in a production environment?

You are optimizing the cost of your Azure AI infrastructure. You notice several resources are underutilized or incorrectly provisioned. Which THREE actions should you take to reduce unnecessary spending? Each correct answer presents part of the solution.

When engineering prompts for Azure OpenAI models, you want to guide the model's output format and persona effectively. Which practice represents the most reliable prompt engineering technique?

You are managing an enterprise Azure AI Search deployment. During an audit, you notice that index data is encrypted at rest using Microsoft-managed keys. Management mandates that you switch to customer-managed keys (CMK) stored in Azure Key Vault immediately without losing index data or rebuilding the service. How should you implement this?

You are configuring an Azure AI Search index for use with Azure OpenAI On Your Data. The index contains technical documentation with complex nested tables. Which search configuration will yield the best retrieval performance for semantic queries?

When evaluating an AI agent, what does the 'Coherence' metric measure?

You are designing a RAG solution using Azure AI Search and Azure OpenAI. Which TWO factors significantly influence the effectiveness of chunking documents during the ingestion phase? (Choose TWO)

You need to ensure data privacy and compliance when processing user feedback containing sensitive information. Which TWO types of sensitive data can Azure AI Language PII detection identify and redact? (Choose two.)

You are developing a .NET application that extracts bounding boxes of text from scanned documents using Azure AI Vision 4.0. Which asynchronous API operation should you call first to initiate the OCR process?

When configuring vector embeddings and search indexes in Azure AI Search for RAG, which THREE factors directly impact vector search performance and recall accuracy? (Choose THREE)

You are setting up cost alerts for your Azure subscription, which contains several Azure AI services resources. You want to receive an email notification when your month-to-date spending reaches 80% of your $5,000 budget. Which feature should you configure?

You are deploying a generative AI chat application on Azure OpenAI. Product owners want the model's responses to follow a strict JSON schema so the front end can render structured cards. You need the highest possible reliability that outputs conform to the schema. What should you configure?

You are managing costs for a multi-tenant Azure AI project. You need to attribute usage costs specifically to the 'Research' department. What is the most effective approach?

You are configuring a connection between Azure AI Foundry and an Azure OpenAI resource. Which credential type is recommended for secure, keyless authentication between services in Azure?

Your enterprise organization provisions multiple Azure AI Services accounts across different subscriptions. Security mandates that all API keys must be automatically rotated every 30 days without human intervention. Which Azure service configuration should you implement?

You are configuring an Azure AI Language resource in the Azure portal. You need to ensure that the text analysis solution supports custom text classification and named entity recognition. Which pricing tier should you select?

Your organization has strict compliance policies requiring all Azure AI Services endpoints to reject connections that do not use Transport Layer Security (TLS) version 1.3. Where can you enforce this minimum TLS version setting?

You are deploying Custom Vision containers on-premises using Docker. Which THREE prerequisites and configuration steps are required? (Choose three.)

You are configuring model fine-tuning for an Azure OpenAI model in Azure AI Foundry. You have prepared a JSONL training dataset. Which evaluation approach is recommended to verify that fine-tuning successfully improved model performance without causing catastrophic forgetting?

You are migrating a custom extraction solution from a Custom Template model to a Custom Neural model in Azure AI Document Intelligence. What is a key advantage of choosing a Custom Neural model over a Custom Template model?

You are setting up Azure AI Language. You want to authenticate your client application using Microsoft Entra ID (formerly Azure Active Directory) instead of using API subscription keys. Which role must be assigned to your application's service principal to allow it to call text analysis APIs?

Your application needs to scan user input for Personally Identifiable Information (PII) such as Social Security numbers, credit card numbers, and physical addresses before storing logs in a cloud database. Which Azure AI Language service feature should you invoke?

You are using Language Studio to build a custom named entity recognition (custom NER) project. You have tagged your training data and successfully trained your first model. You want to test the model interactively without writing code. Which tool in Language Studio should you use?

Which THREE settings in the Azure AI Foundry playground can directly affect the 'creativity' of an agent's response?

You are configuring an agent in Azure AI Foundry that needs to perform mathematical calculations accurately. Large language models often make arithmetic errors. How should you equip the agent to handle calculations reliably?

A user asks a question that triggers a 'Blocked' response from Azure AI Content Safety, even though the query seems harmless. What is the best step to investigate this?

You are deploying an Azure AI service resource in the Azure portal. Which option specifies the geographic location where your data will be processed and stored?

Which THREE of the following are common Azure cost management tools that you should use to manage your AI solution budget?

You are configuring a function-calling agent in Microsoft Foundry. The agent must call an internal order-status REST API. Security review requires that the agent never receives the API key directly and that calls are auditable per user. You also need the agent to recover gracefully when the API returns a transient 503. (Choose two.)

Which TWO techniques are effective for improving the performance of an Azure AI application?

You are deploying a generative AI chat application built on Azure OpenAI in Azure AI Foundry. The application must stream tokens to the browser, and you need to configure it so that responses begin appearing to users as quickly as possible while remaining correct. Which two actions should you take? (Choose two.)

You are building an Azure Functions app that calls the Azure AI Language REST API to run sentiment analysis on batches of customer survey comments. The surveys are submitted in bursts of roughly 40 documents at a time, and each document is well under 5,000 characters. The function currently sends one HTTP request per document and is hitting throttling limits during peak hours. You want to reduce the number of requests while keeping the same model and results. What should you change?

You are developing a Python application that uses the Azure OpenAI SDK. You need to programmatically retrieve the endpoint and key for your Azure OpenAI resource so the application can authenticate. The application must not store secrets in code. What should you use?

Your team runs a multilingual complaint-triage pipeline using the Azure AI Language service. Documents arrive with a language field already set to 'en', but a subset actually contains Spanish text because upstream systems mislabel them. Sentiment results for those documents come back with low confidence and occasionally fail. You want the service to determine the language itself for every document rather than trusting the supplied value. What should you configure in the request?

You are exploring Azure AI Language features. Which TWO tasks can be accomplished using prebuilt named entity recognition (NER)? (Choose two.)

You are monitoring an Azure OpenAI model deployed in Azure AI Foundry. Which TWO Azure diagnostic metrics or logs should you analyze to track operational health and performance? (Choose TWO)

Which TWO of the following are valid ways to provide context to an agent in Prompt Flow?

You are creating an Azure AI Services resource using Azure CLI. Which command parameter specifies the pricing tier of the resource?

Your company is provisioning a new Azure AI Services multi-service resource. The security team mandates that all network traffic between the client applications and the Azure AI endpoint must remain entirely within the Microsoft backbone network without traversing the public internet. Which feature should you configure?

You are managing cost allocation for multiple Azure AI services across different departments. Which TWO Azure tools or features can help you analyze and attribute these costs accurately? Each correct answer presents part of the solution.

You are troubleshooting a scenario where client applications are unable to connect to an Azure AI Language resource secured by a Private Endpoint. Which TWO troubleshooting steps should you perform? Each correct answer presents part of the solution.

You are reviewing the Azure Cost Management dashboard to analyze spending on Azure AI services. Which grouping option allows you to see costs broken down by specific resource names?

You are designing an edge solution where a Custom Vision exported model runs inside a Linux container on an IoT Edge device without internet connectivity. How must you configure billing for the container?

You are optimizing an application that calls Azure AI Vision Read API. Which THREE techniques help reduce latency and improve overall throughput? (Choose three.)

You are using Document Intelligence Studio to build a custom extraction model. You need to verify the model quality before deploying. Which metric is most critical?

You are building an advanced agentic solution in Azure AI Foundry that integrates with external line-of-business systems. Which THREE architectural patterns or features should you incorporate to ensure robustness and safety? (Choose THREE)

You are troubleshooting a performance issue where requests to an Azure OpenAI model deployment experience intermittent HTTP 429 errors. You examine Azure Monitor metrics and see that the 'Processed Tokens' metric is well below your provisioned limit, but the 'Requests' metric spikes. What is the root cause of the error?

You are optimizing an agentic workflow in Azure AI Foundry. The agent needs to solve complex reasoning problems by breaking them down into distinct sub-tasks, executing them iteratively, and reflecting on intermediate results. Which THREE architectural frameworks or patterns support this behavior? (Choose three.)

You are deploying an enterprise RAG application in Azure AI Foundry. You need to ensure data security and compliance across all components. Which THREE security practices should you implement? (Choose THREE)

You are building a RAG solution and observe that the model retrieves the correct documents but fails to use the information accurately. What is the most effective approach to improve performance?

Which TWO strategies are recommended to prevent 'Model Over-Reliance' or 'Automation Bias' in agents?

When designing an evaluation pipeline in Azure AI Foundry for generative AI applications, which TWO metrics are commonly used to assess safety and risk? (Choose TWO)

Your company uses Azure Policy to enforce governance across all subscriptions. A developer attempts to deploy an Azure OpenAI resource in a region that is prohibited by corporate policy. What happens during the deployment?

You are building a document processing pipeline that reads printed English text from scanned invoices. The invoices often contain noisy backgrounds and low-contrast text. You need to extract the text as accurately as possible using the Azure AI Vision Image Analysis 4.0 Read capability. Which approach should you take?

You are building an agent in Azure AI Foundry that requires access to a private internal database. Which component should you configure to ensure the agent retrieves data securely without exposing the database endpoint publicly?

You are migrating an existing solution from the legacy Text Analytics API v3.1 to the current Azure AI Language REST API. You notice changes in the JSON request body structure. Where should the document text array now be nested in the payload for a sentiment analysis request?

You want to add a new tool to an agent. Which step is required to link the tool to the model?

Your company's compliance mandate requires that all data processed by Azure AI Speech and Document Intelligence services remain encrypted using keys managed entirely by your organization. Which THREE configuration steps are required? Each correct answer presents part of the solution.

Which TWO strategies are recommended for handling high-volume traffic to an Azure AI endpoint?

You are designing a disaster recovery and high availability strategy for an enterprise Azure OpenAI deployment. Which THREE architectural components or practices should you include? Each correct answer presents part of the solution.

You are implementing cross-domain document extraction where incoming PDFs contain complex nested tables with merged cells. You need to extract these tables accurately into structured JSON. Which capability of Azure AI Document Intelligence should you rely on?

You are implementing opinion mining in an application that analyzes hotel reviews. Which THREE pieces of information does opinion mining return for an evaluated sentence? (Choose three.)

Which THREE features are provided by the Azure AI Foundry evaluation service?

You need to implement token-based authentication using Azure AD (Microsoft Entra ID) for a Python application consuming an Azure OpenAI resource. Which authorization header format must your application use to authenticate successfully?

Which THREE types of tools can be integrated into an Azure AI Agent?

You are creating a custom prompt template in Azure AI Foundry. You want to insert the user's input safely while preventing prompt injection vulnerabilities. How should you design the template structure?

You are analyzing survey responses. You want to categorize each response into one of three predefined business categories ('Billing', 'Technical Support', 'General Inquiry'). Which Azure AI Language feature should you use?

You are reviewing the JSON response of a sentiment analysis API call from the Azure AI Language service. Which THREE properties or confidence scores are returned in the standard response payload for a given document?

You are provisioning a multi-service Azure AI resource using an Azure Resource Manager (ARM) template. Which resource type should you specify in the template for a generic multi-service cognitive services account?

You are building a customer service agent in Azure AI Foundry. The agent needs to call an external inventory management REST API when customers ask about stock levels. Which feature of Azure AI Agent Service should you implement to allow the agent to interact with this external API?

When implementing grounding in a RAG application using Azure AI Foundry, which TWO practices help minimize hallucinations in model outputs? (Choose TWO)

You need to extract key concepts from customer feedback. Which TWO characteristics describe key phrase extraction in Azure AI Language? (Choose two.)

An agent is performing poorly on multi-hop reasoning tasks. What architectural pattern should you implement to improve performance?

You are auditing an Azure AI Document Intelligence solution for data privacy compliance. Documents contain sensitive Personally Identifiable Information (PII). When using prebuilt models or custom models, how is data handled by Microsoft regarding model training?

What is the purpose of a 'Resource Group' in the context of Azure AI solutions?

You are creating a Language resource in the Azure portal. Which blade should you navigate to if you need to retrieve your endpoint URL and subscription keys for your application configuration?

You are provisioning an Azure AI Language resource and want to ensure that all telemetry and activity logs are retained for compliance auditing over a 365-day period. Where should you configure this retention policy?

You are evaluating the performance of a custom text classification model in Language Studio. Which THREE evaluation metrics are provided to assess model quality? (Choose three.)

When using Prompt Flow, you notice that your flow is failing at the 'aggregate' node. What is the most likely cause?

You are designing a RAG solution in Azure AI Foundry where sensitive enterprise documents must be retrieved. Users should only see search results corresponding to their security clearance level. How should you implement document-level access control in Azure AI Search?

You are building an Azure AI Document Intelligence solution to process US W-2 tax forms. The forms are scanned at varying resolutions and contain tables with employee wage details. You need to extract specific fields such as wages, tips, and other compensation, and social security wages. You want to minimize development effort and ensure high accuracy. Which approach should you use?

Your enterprise customer service department receives thousands of support emails daily. Management wants a system that ingests long support tickets and automatically outputs a concise summary highlighting the most critical issues. Which Azure AI Language service feature should you implement?

You are building an agent in Azure AI Foundry using a prompt flow. You need to ensure that the agent only uses company-approved documentation for its responses. Which feature should you implement to meet this requirement?

You are deploying a Custom Vision object detection model as a Docker container on an Azure Kubernetes Service (AKS) cluster. During load testing, you notice high memory consumption and container restarts. Which configuration setting in the deployment manifest should you review to ensure stability?

Which TWO image file formats are natively supported by Azure AI Vision for image analysis? (Choose two.)

You are configuring tool integration for an agent. Which THREE aspects must be clearly defined in the tool definition for the agent to correctly use it?

You are designing a multimodal solution that combines Azure AI Vision dense captions with Azure OpenAI GPT-4 Vision. You want to extract precise bounding box coordinates for multiple objects in complex scenes and pass them as structured context. Which API feature should you invoke?

You are using Azure AI Vision to analyze an image. You want to receive the output in Spanish instead of English. Which query parameter should you add to your request?

You are building a Python application that uses the Azure AI Vision Image Analysis 4.0 SDK to read text from scanned invoices. The invoices are stored in an Azure Blob Storage container, and each blob has a public URL. You need to extract all visible text from each invoice with a single REST API call, without downloading the image bytes to your application. Which API call should you make?

When labeling documents for a custom extraction model, what happens if you label the same field inconsistently across documents?

Which THREE features are provided by the prebuilt Layout model in Azure AI Document Intelligence? (Choose THREE)

You are designing a solution that processes user reviews. You want to extract key terms such as 'battery life', 'screen quality', and 'customer service' from the text. Which Azure AI Language feature is best suited for this?

You are integrating Azure OpenAI into an enterprise application. You need to prevent prompt injection attacks where users attempt to override the system instructions. Which approach provides the most robust defense?

You are configuring a secure enterprise architecture where Azure AI Vision calls must not traverse the public internet. You create a private endpoint for your Azure AI Services resource in your Virtual Network. Which DNS configuration step is required for client applications within the VNet to resolve the private endpoint correctly?

You are building an ASP.NET Core web API that submits user reviews to the Azure AI Language service for sentiment analysis and opinion mining. The API must return both the document-level sentiment and the sentiment expressed toward individual product aspects such as 'screen' and 'battery'. Which request configuration must you use when calling the analyze-text endpoint?

You are troubleshooting a deployment failure where an ARM template fails to provision an Azure OpenAI account. Which TWO potential causes should you investigate? Each correct answer presents part of the solution.

Which THREE attributes are critical for a successful custom model training set?

When building a custom template model in Azure AI Document Intelligence Studio, which THREE types of data or attributes can you extract by labeling your training documents? (Choose THREE)

You are developing a global news aggregation application using the Azure AI Language service. You need to automatically identify the primary language of incoming user-submitted articles across 120 different languages before routing them to translation pipelines. Which API endpoint should you call?

You are developing an application to extract specific fields from invoices using Azure AI Document Intelligence. Which prebuilt model should you use for this task?

You are building a chat application with Azure OpenAI. To improve perceived latency for users, you want to stream the model's response token-by-token to the client interface. Which API parameter or client SDK feature should you enable?

Your application uploads an image to Azure AI Vision for analysis. You need to generate thumbnail images with specific aspect ratios while maintaining the primary region of interest. Which API endpoint or feature should you use?

You are integrating Azure AI Document Intelligence into a web application. You call the analyzeDocument API and receive a 202 Accepted response. What is the correct pattern for your application to retrieve the final extraction results?

Which TWO actions should you take to ensure your agentic solution is 'Responsible'?

You are deploying an LLM in Azure AI Foundry and want to restrict access to the endpoint to a specific virtual network. What should you configure?

You are conducting a security review of an Azure AI Search service and Azure OpenAI integration. You discover potential security misconfigurations. Which THREE remediation actions should you take to align with Azure security benchmarks? Each correct answer presents part of the solution.

You are configuring an Azure AI Document Intelligence custom extraction pipeline that processes thousands of diverse medical forms daily. You notice that extraction confidence scores for certain hand-written fields are low. What is the most effective remediation step within the Document Intelligence workflow?

You are troubleshooting a custom text classification model that exhibits high training loss and low validation accuracy, indicating severe model underfitting. What adjustment should you make to improve the model?

You are building an agentic solution in Microsoft Foundry where a planner agent delegates subtasks to several specialist agents. During testing, the planner repeatedly loses track of completed subtasks and re-delegates work, causing duplicate API calls and inflated costs. You need the planner to maintain reliable state across turns without exceeding the context window. What should you implement?

Which of the following is a key advantage of using a 'prebuilt' model over a 'custom' model?

You are optimizing an Azure OpenAI deployment in Azure AI Foundry for high-throughput batch processing. Which TWO strategies or configurations should you consider? (Choose TWO)

You are implementing a function-calling flow in an Azure AI Foundry agent. The agent must call a get_order_status function, but during testing it sometimes invents an order ID and calls the function with a fabricated value instead of asking the user. You need the agent to request the missing order ID from the user before invoking the function. What should you do?

Which TWO actions should you perform to troubleshoot a model that consistently misinterprets tables?

A media monitoring company subscribes to the Azure AI Language service and needs to extract named entities from news articles, then link each entity to its corresponding Wikipedia article when one exists. Which capability should you use to return both the entity text and its linked URL in a single call?

Which prebuilt Azure AI Document Intelligence model should you use to extract line items, merchant name, transaction date, and total tax from point-of-sale purchase receipts?

You are designing a generative AI application that processes user uploaded documents. You must ensure that Personally Identifiable Information (PII) such as Social Security numbers are automatically redacted before the text is sent to the Azure OpenAI model. Which service should you integrate into your pipeline?

You are configuring text summarization using the Azure AI Language REST API. You need to generate a summary that consists of a few distinct sentences pulled directly from the source document without altering their wording. Which summarization kind should you specify?

You are preparing training data for a custom named entity recognition (NER) project in Language Studio. Which THREE guidelines should you follow to ensure high model accuracy? (Choose three.)

Your development team wants to deploy a new version of an Azure OpenAI model while ensuring zero downtime for client applications currently calling the existing model deployment. What is the recommended deployment strategy?

You are implementing an agentic workflow where an agent executes tools that modify corporate data. To adhere to Responsible AI principles, you must ensure a human reviewer approves sensitive tool actions before they are executed. What design pattern should you implement in Azure AI Agent Service?

Which TWO actions should you take to ensure that your Azure AI deployment is secure?

Which of the following is a core principle of Responsible AI in Azure AI Foundry?

In Azure AI Foundry, which tool would you use to measure the quality of your RAG application against a golden dataset?

You want to extract gender and age attributes from human faces in photos. While Azure AI Face service handles facial analysis, which base Azure AI Vision 4.0 feature detects the presence and bounding boxes of people?

Your company's security policy requires that all Azure AI Services accounts disable public network access completely. However, internal applications hosted inside a specific Azure Virtual Network must still communicate with the AI services. How should you configure network access?

You are provisioning a new Azure AI Vision resource in the Azure Portal. You need to choose between a 'F0' free pricing tier and an 'S0' standard pricing tier. What is a key limitation of selecting the F0 pricing tier?

You are building an advanced agentic RAG solution. When a user asks a complex question, the agent needs to generate multiple search queries, execute them in parallel against Azure AI Search, synthesize the findings, and then formulate a final answer. Which agent pattern are you implementing?

You are developing an Azure AI Search index for a RAG application. You need to ensure that the search results include semantic relevance scores to improve the quality of the model's grounding. Which feature must you enable?

You need to ensure that an LLM-based agent in your application follows a specific output schema (JSON) for downstream processing. What is the most reliable way to enforce this?

You are developing a solution that uses custom text classification in Azure AI Language. You choose the multi-label classification architecture. What is the key characteristic of multi-label text classification?

Your application integrates Azure AI Vision and processes images stored in an Azure Blob Storage container. To adhere to security best practices, you want to avoid exposing public blob URLs. How should you provide the image to the Image Analysis API?

You are training a Custom Vision multiclass classification model for retail products. After training, you notice that the precision is high, but the recall is low for a specific product category. What does low recall indicate?

Which TWO file formats are natively supported as inputs for analysis in Azure AI Document Intelligence? (Choose TWO)

You are preparing an ARM template to deploy an Azure AI multi-service account. Which TWO properties are mandatory within the ARM template resource definition? Each correct answer presents part of the solution.

You are configuring a code interpreter tool for an AI agent in Azure AI Agent Service. The agent needs to analyze a CSV dataset uploaded by a user. How does the agent execute this task securely?

You are implementing indirect prompt injection defenses in a RAG application where documents are ingested from public web pages. Which THREE mitigation strategies should you deploy? (Choose THREE)

You are designing a generative AI solution in Azure AI Foundry. You need to ensure that user data sent to Azure OpenAI is not used to train Microsoft's foundational models. What is Microsoft's default data privacy policy for Azure OpenAI?

You are processing health-related clinical notes using the Azure AI Language service. You need to extract medical concepts and link them to standardized medical vocabularies such as ICD-10-CM and SNOMED-CT. Which specific feature and endpoint task should you use?

You are designing an agentic workflow in Prompt Flow. Which TWO components are required to define a tool-based agent? (Choose two)

You are designing a high-availability architecture for an Azure AI Speech service solution. Which THREE practices should you incorporate into your design? (Choose three.)

You are designing a multi-tenant SaaS application on Azure. Each tenant requires isolation of their Azure OpenAI token usage and cost tracking. What is the recommended provisioning strategy to achieve strict cost and quota isolation per tenant?

Your organization has multiple Azure AI services deployed across different resource groups. Your security officer requests a centralized dashboard to monitor security recommendations, vulnerability assessments, and compliance posture for all AI resources. Which Azure service should you open?

You are building an app to analyze customer feedback. You want to extract named entities such as people, locations, and organizations. Which Azure AI Language feature should you use?

When configuring a Custom Vision project, which TWO project types are available? (Choose two.)

Which THREE of the following are best practices for Responsible AI when using Generative AI solutions?

Your team is implementing 'Human-in-the-loop' (HITL) for an agent that performs account updates. Which mechanism should you use to pause the agent and wait for approval?

You are performing Retrieval-Augmented Generation. You need to ensure the retrieved data includes metadata for filtering. Where should this metadata be defined?

You are deploying a model in Azure AI Foundry. You need to ensure that the model endpoint is protected by a virtual network. Which configuration should you use?

You are using Azure AI Language custom text classification. You have uploaded your training dataset and trained a model. You notice that your evaluation metrics show low precision. What does low precision indicate about your model?

You are developing an application that uses the Azure AI Language REST API for text analysis. Which TWO requirements must be met when constructing HTTP requests to the service? (Choose two.)

You are designing a deployment strategy for an Azure AI Custom Vision project in an enterprise pipeline. Which THREE practices should you follow to ensure secure and repeatable deployments? Each correct answer presents part of the solution.

You are troubleshooting an Azure OpenAI deployment in Azure AI Foundry where agents are failing to complete tasks due to excessive timeouts. Which THREE diagnostic steps should you take? (Choose three.)

You are auditing your Azure AI services for cost optimization. You discover an Azure AI Search service that has been over-provisioned with too many search units and replica nodes. How can you right-size the service without losing your existing indexes?

You are designing an advanced agentic solution in Azure AI Foundry that requires tool integration and state management. Which TWO practices should you implement to ensure robust agent reliability and security? (Choose two)

You are deploying a custom text classification model using Azure AI Language. You need to implement cost management controls and track exact expenditures by tagging the Azure AI resource with the internal project cost center 'CC-409'. Where should you configure these tags in the Azure Portal?

Your organization requires that all data sent to Azure OpenAI Service remains encrypted using a key that your security team fully controls and rotates. Which feature should you configure during resource creation?

You notice your Azure AI agent is producing offensive content. You need to configure a guardrail that intercepts the model output before it is sent to the user. Which service should you integrate?

You are designing a customer feedback processing system. You need to extract key phrases from customer reviews and store them in an Azure Cosmos DB database. When you inspect the JSON response from the key phrase API, what data structure is returned for the key phrases?

You are analyzing product reviews using Azure AI Language. You receive sentiment analysis output where a sentence has a positive confidence score of 0.85, a neutral score of 0.10, and a negative score of 0.05. What is the sentiment label assigned to this sentence?

You are using Azure AI Foundry to deploy an agent. You want to ensure that the agent only uses approved data sources. Which feature should you configure?

You are analyzing performance metrics of a Custom Vision object detection iteration. You observe a Mean Average Precision (mAP) of 88%, but when testing with real-world user photos, the model fails to detect objects that are partially occluded. What should you do to improve occlusion handling?

You are developing an application that needs to automatically extract key-value pairs and tabular data from standardized invoices without any prior labeled training data. Which Azure AI Document Intelligence model should you use?

You are deploying an Azure AI Language resource to support a text analysis application that must extract key phrases and detect sentiment across documents in several languages. Your security team requires that the application authenticate without storing account keys in code, and that the resource expose a single endpoint that serves both capabilities. Which two actions should you take? (Choose two.)

Which TWO of the following are valid methods to improve the quality of retrieved data in a RAG system?

You are configuring diagnostic settings for an Azure AI Search service to audit administrative actions and query logs. Which destination should you choose if you want to stream these logs into a SIEM tool like Microsoft Sentinel for real-time security analysis?

You are building a custom named entity recognition model in Language Studio. You want to extract product serial numbers that follow a specific pattern (two uppercase letters followed by four digits, a hyphen, and three digits). Which entity type definition method should you use?

Your application processes receipt images using Azure AI Vision Read API. You need to extract text specifically from tables within the receipts. Which service is better suited for advanced table structure and key-value pair extraction compared to base Azure AI Vision Read?

You are analyzing product reviews and need to identify specific product features mentioned by users along with whether users expressed positive or negative opinions about those specific features. Which advanced feature of sentiment analysis should you enable?

You need to determine the primary dominant colors and whether an image is predominantly black-and-white using Azure AI Vision. Which visual feature parameter provides this information?

Your company requires strict data privacy. Where should you host your Document Intelligence resources to ensure data remains in a specific region?

You have an Azure AI application that is hitting rate limits (429 errors). You need to determine which specific client application is causing the issue. How do you identify this?

You are building an agent in Azure AI Foundry using a prompt flow. You need to ensure that the agent only accesses specific internal documents and avoids hallucinating outside the provided context. Which grounding technique should you implement?

You are using Azure AI Document Intelligence to extract information from identity documents, such as passports and driver licenses. Which prebuilt model should you select?

A retail analytics team wants to count how many people enter a store each hour. They plan to analyze frames from an existing ceiling-mounted camera feed using Azure AI Vision Image Analysis 4.0. They need the count of detected people and the bounding box for each person, without storing the images long term. Which approach should they use?

A developer on your team is configuring an Azure AI Foundry agent that must answer questions about a product catalog stored in Azure Cosmos DB for NoSQL. The agent must retrieve the current price and stock for a given product SKU at query time. Which tool should the agent use?

You are configuring network isolation and security for an Azure AI Search service that connects to an Azure SQL Database backend. Which THREE features can you utilize to secure this data flow? (Choose three.)

You are managing an Azure AI Search service with multiple replicas and partitions. During peak query hours, latency increases significantly, and CPU utilization on the search service hits 95%. You need to scale the service to improve query throughput without altering the index data schema. Which scaling action should you take?

You are building an agentic workflow in Azure AI Foundry. You need the agent to perform a multi-step task: search a database, summarize results, and then send an email. Which component is best suited to manage this orchestration?

You are processing customer feedback using sentiment analysis in the Azure AI Language service. You need to extract finer-grained information about specific product attributes mentioned in the reviews (e.g., finding out that the screen is bright but the battery life is poor). Which feature should you enable in your API request?

You are optimizing an enterprise RAG application in Azure AI Foundry for high accuracy and minimal latency. Which THREE advanced retrieval techniques should you consider implementing? (Choose THREE)

You need to ensure that your agent is compliant with regional data residency requirements. Where should you check this?

You are building an automated asset management system that processes millions of images annually. To optimize costs and latency, you want to minimize the number of API calls while extracting tags, bounding box objects, and OCR text simultaneously. How should you structure your API request?

You are deploying an Azure AI Speech container on an Azure Kubernetes Service (AKS) cluster. Your security policy dictates that pod-to-pod communication within the cluster must be encrypted in transit using mTLS, and egress traffic to Azure must flow through a strict outbound firewall. Which Kubernetes feature should you implement?

You need to evaluate customer reviews to determine whether the overall tone is positive, negative, or neutral. Which Azure AI Language feature should you use?

When sharing a Prompt Flow with a teammate, which action allows them to run the flow without having to recreate the connections?

You are provisioning an Azure AI services account and want to view your current API key. Where can you retrieve the API key in the Azure portal?

When configuring a custom Named Entity Recognition (NER) project in Language Studio using the Azure AI Language service, which THREE steps or configuration options are required during the model lifecycle?

You are using Prompt Flow to iterate on an agent. What is the benefit of using 'Environment Variables' in your flow?

You are building an application that analyzes user feedback. You need to detect instances where users share their phone numbers, email addresses, and credit card numbers so that you can automatically redact them. Which feature should you use?

You are planning the security architecture for an enterprise Azure AI multi-service account. Management requires that access to the resource be strictly controlled and audited. Which TWO security features or configurations should you implement? Each correct answer presents part of the solution.

You are designing an Azure AI Language solution that redacts PII from scanned insurance claim narratives. Because the PII is stored with strict data-residency requirements, you must call the service from a specific Azure region and confirm which categories are detected. Which response element should you inspect to determine the exact PII category and confidence for each detected span?

Your organization is deploying an Azure OpenAI resource. Your security policy requires that all network traffic destined for the OpenAI service must traverse a secure hub-and-spoke virtual network topology and pass through an Azure Firewall instance. How should you route outbound traffic from your application subnet to Azure OpenAI?

You are experiencing high latency in your RAG agent. You confirm the model response time is fine, but the retrieval step is slow. What should you investigate?

You are using Azure AI Vision Read API in your application. You want to ensure that the extracted text blocks return word-level bounding polygons rather than just line-level bounding boxes. What parameter or response structure should you examine?

You are troubleshooting a Custom Vision object detection model that exhibits poor performance in production. Which THREE actions can you take using the Custom Vision portal or APIs to diagnose and improve the model? (Choose three.)

Which command line tool is primarily used for managing Azure resources, including AI services, from a terminal?

Which TWO of the following are valid ways to authenticate to the Document Intelligence service?

An agent is designed to summarize meeting transcripts but keeps including internal meeting notes in the final summary. What is the most effective way to address this?

You are implementing a RAG pipeline where documents are chunked before embedding generation. You notice that semantic sentences are frequently split across chunk boundaries, resulting in degraded retrieval quality. Which chunking strategy should you implement to resolve this?

You are implementing a disaster recovery strategy for a critical image processing application that relies on Azure AI Vision. If the primary Azure region experiences an outage, how should you configure failover?

You are implementing Retrieval-Augmented Generation (RAG) using Azure AI Search as the retriever and Azure OpenAI as the generator. Users report that the generated responses frequently miss critical context located in the middle of long retrieved documents. Which grounding optimization technique should you apply?

When planning the model selection and versioning lifecycle for Azure OpenAI deployments in an enterprise environment, which TWO practices should you follow? (Choose two.)

You are evaluating a generative AI application in Azure AI Foundry using automated metrics. You need to measure how well the generated answers are supported by the retrieved source documents. Which evaluation metric should you use?

You need to secure communications between an Azure App Service hosting your web app and an Azure AI Computer Vision service. The web app must authenticate to Computer Vision without storing API keys in application settings. Which feature should you enable?

You need to extract text lines, words, bounding polygons, and selection marks (such as radio buttons and checkboxes) from arbitrary documents without training. Which prebuilt model should you invoke?

You are deploying an Azure OpenAI GPT-4 model in a region experiencing high demand, and you need to guarantee a dedicated throughput level without contending with other tenants. Which deployment type should you select?

You are designing an asynchronous text analysis workflow using the Azure AI Language service to process large volumes of documents (e.g., hundreds of megabytes of text files stored in Azure Blob Storage). Which TWO features support asynchronous batch processing jobs via the /analyze-text/jobs endpoint?

Which TWO components are essential for creating an effective system prompt?

You need to extract key concepts and main ideas from long-form technical support articles using the Azure AI Language service. Which feature should you invoke?

Your development team needs to deploy an Azure AI Language resource that can be accessed from an on-premises datacenter via an ExpressRoute circuit without traversing the public internet. Which Azure feature should you configure?

You are configuring an Azure AI Language resource and want to ensure that it can be accessed securely from an Azure Virtual Network (VNet) without traversing the public internet. Which Azure networking feature should you configure?

You are implementing a tool call in a Prompt Flow. The tool needs to interact with an external REST API. What is the recommended way to manage the API credentials securely?

Your organization is implementing strict network isolation for Azure OpenAI. Direct internet access from worker nodes is prohibited. Which THREE mechanisms must be correctly configured to allow secure communication? Each correct answer presents part of the solution.

You need to optimize the retrieval performance of your RAG agent. You find that the search engine returns too many irrelevant documents. What should you adjust?

You are implementing a RAG solution where documents contain complex hierarchical headings. To ensure search chunks retain sufficient context about which section they belong to, what chunking strategy should you adopt?

When establishing a governance strategy for Azure AI resources across multiple cloud teams, which THREE administrative tasks should an administrator perform? (Choose three.)

Your team needs to receive an email alert if the error rate for your AI endpoint exceeds 5% for more than 15 minutes. What should you create?

You are using Azure AI Vision Image Analysis 4.0 to analyze a batch of images. You need to extract both the caption and the detected objects with their bounding boxes. You are writing code that calls the Analyze Image API. Which two parameters must you include in your request? (Choose two.)

You are developing a web application that allows users to upload images and receive a list of detected objects with their bounding boxes. You want to use the Azure AI Vision Image Analysis 4.0 SDK for Python. Which method should you call to analyze an image from a URL and retrieve object detection results?

You are integrating Azure AI Search with Azure OpenAI for grounded chat generation. Users report that the generated answers are accurate, but the citations returned to the user point to raw internal file paths rather than user-friendly web URLs. How should you resolve this?

You are building a RAG application where documents are updated frequently. You need to ensure that the Azure AI Search index reflects document deletions and updates in near real-time without performing full re-indexing. How should you design the ingestion pipeline?

Your company wants to track and allocate Azure AI service costs by department. Which TWO mechanisms can assist with this requirement? (Choose two.)

You are using Document Intelligence to classify documents into different types (e.g., invoices, bank statements). Which model is most appropriate?

Which TWO factors directly influence the embedding quality and retrieval relevance in an Azure AI Search vector retrieval pipeline? (Choose two.)

You are configuring an agent in Azure AI Agent Service that needs to utilize tools. Which TWO types of tools are natively supported by Azure AI Agent Service? (Choose TWO)

You are using an Azure AI model that supports versioning. You want to perform an A/B test by routing 10% of traffic to a new version. Where do you configure this?

Your company processes business cards from international clients. Which prebuilt Azure AI Document Intelligence model should you use to extract names, company names, emails, and phone numbers from these cards?

You are implementing Retrieval-Augmented Generation (RAG) in Azure AI Foundry using Azure AI Search as the grounding data source. Which indexing feature should you enable to ensure the system can perform semantic ranking alongside traditional keyword search?

As part of responsible AI practices in Azure AI Foundry, which TWO actions should you perform to evaluate and mitigate model fairness and safety risks before deployment? (Choose two)

You are managing a multi-tenant SaaS application that uses Azure AI Vision. Each tenant has their own isolated data, and you want to track costs per tenant. How should you provision Azure AI services to achieve granular cost attribution?

You are using Custom Vision and want to programmatically publish a trained iteration so that prediction endpoints can use it. Which API operation should you call?

Your enterprise requires strict security and governance over your Azure AI Vision resources. Which THREE security configurations should you implement? (Choose three.)

You are configuring a Custom Vision project to classify images of plant diseases. You notice that some image files uploaded via the API are rejected because they exceed the maximum allowed file size. What is the maximum image file size supported by Custom Vision for training?

You are provisioning an Azure AI services account and want to ensure that all telemetry and monitoring metrics are collected. Which built-in monitoring feature is automatically enabled on Azure AI resources without requiring additional agent installation?

You are developing a mobile application that captures business card photos and extracts contact information. Which Azure AI Vision feature is specifically designed to extract printed and handwritten text lines and words?

You are designing a secure, production-grade architecture for an Azure AI Search service integrated with Azure OpenAI. Which THREE security and operational best practices should you implement? Each correct answer presents part of the solution.

Your enterprise team is deploying multiple Azure AI Custom Vision resources across different development stages (Dev, Test, Prod). You need to ensure that billing costs for the Dev environment are billed to a specific cost center. Which Azure feature should you use to categorize these costs?

You are configuring an Azure AI Document Intelligence orchestration model to automatically classify and extract data from incoming customer correspondence, which includes invoices, work orders, and purchase orders. One of the component models is failing to classify documents correctly. How should you resolve this issue?

You are designing a generative AI application in Azure AI Foundry that supports multi-turn conversations with memory. Which THREE components are required to properly maintain conversational state and context? (Choose THREE)

You are designing a secure RAG retrieval pipeline in Azure AI Search. Which THREE indexing or search configurations are essential when handling confidential documents? (Choose THREE)

Your team needs to extract data from a large volume of standardized tax forms using Azure AI Document Intelligence. The forms have a fixed layout where fields are always in the exact same location. Which model type provides the fastest training and highest accuracy for this specific use case?

What is the purpose of 'Batch Inference' in Azure AI Foundry?

You are monitoring the performance of a deployed Azure OpenAI model. You notice occasional HTTP 429 (Too Many Requests) errors occurring during peak traffic hours. Which monitoring and management action should you take to resolve this issue?

Which THREE of the following are components of a standard Prompt Flow DAG (Directed Acyclic Graph)?

When planning an Azure AI solution deployment strategy, what are THREE key considerations for model versioning and lifecycle management? (Choose three.)

You are troubleshooting a low confidence score on specific fields extracted by your Azure AI Document Intelligence custom template model. Which TWO actions can help improve the extraction confidence for those fields? (Choose TWO)

You are deploying an LLM in Azure AI Foundry and need to monitor for toxicity and jailbreak attempts in real-time. Which feature should you enable?

You are deploying an Azure AI Document Intelligence custom extraction model for a regulated workload. Documents are uploaded to Azure Blob Storage in a private container, and no public network access is allowed. Your application runs in an Azure virtual network. You must ensure the Document Intelligence resource can access the documents for training and analysis without exposing them publicly. Which configuration should you implement?

You have an Azure AI endpoint exposed to the internet. You want to ensure traffic is inspected for malicious patterns. What is the recommended service?

When setting up an Azure AI service, you choose the 'Standard' tier. What is the primary benefit of this compared to the 'Free' tier?

You are orchestrating a multi-agent system in Microsoft Foundry where Agent A generates code and Agent B reviews it. Agent B frequently gets stuck in a loop trying to optimize minor syntax formatting. How should you design the agentic workflow to prevent this infinite refinement loop?

You are integrating Azure AI Vision Read API into a high-throughput workflow. You receive an HTTP 202 Accepted response. What action should your application take next?

You are configuring custom named entity recognition in Language Studio. Which TWO types of entity components can you configure when defining custom entities? (Choose two.)

You are evaluating an agentic workflow in Azure AI Foundry that performs multi-step reasoning. The agent occasionally enters an infinite loop, repeatedly calling the same tool with identical arguments. Which architectural pattern or configuration should you apply to prevent this behavior?

You are optimizing performance for a real-time video analytics pipeline that sends video frames to Azure AI Vision. Due to network bandwidth constraints, you need to reduce payload sizes while maintaining high OCR accuracy. What is the recommended approach?

You are implementing a multi-turn conversational agent in Azure AI Foundry. As the conversation grows longer, API latency and costs increase significantly. Which strategy should you implement to manage the conversation history effectively?

Which Azure AI service should you use if you need to train a model to recognize your company's proprietary product packaging using custom-labeled images with minimal machine learning expertise?

You are designing an enterprise RAG solution using Azure AI Search and Azure OpenAI. You need to ensure data security and compliance across different user permission tiers. Which TWO actions should you implement? (Choose two.)

You are building a custom text classification solution using Azure AI Language in Language Studio. You have a dataset where each document can belong to multiple categories simultaneously (e.g., a news article can be tagged as both 'Technology' and 'Finance'). What classification type should you configure?

You are testing a Custom Vision model via the REST API. You receive an HTTP 400 Bad Request error with the message 'InvalidProjectId'. What is the most likely cause?

Which HTTP status code does the Azure AI Vision Read API return upon successfully initiating an asynchronous OCR analysis job?

You are troubleshooting a multi-agent workflow in Azure AI Foundry where an agent fails to invoke an external API tool correctly. Which THREE debugging steps should you perform? (Choose THREE)

Your organization wants to ensure that all Azure AI resources created in any subscription across the tenant adhere to a standardized naming convention (e.g., prefixing with 'ai-'). Which Azure governance tool should you use?

When configuring Azure OpenAI Custom Model Evaluation in Azure AI Foundry, which TWO metrics can be computed using LLM-as-a-judge evaluators? (Choose two.)

You are building an autonomous agentic workflow using Microsoft Foundry and Semantic Kernel. You need to ensure the agent operates safely and adheres to human oversight requirements. Which THREE design patterns should you apply? (Choose three.)

Which Azure AI Foundry feature helps identify drift in model performance after deployment?

Your security team discovers that an application using Azure AI Services is intermittently failing with authentication errors due to expired client secrets. You need to refactor the application to use Microsoft Entra ID workflows with managed identities. Which authentication library should your application code use to acquire tokens securely without embedding secrets?

You are troubleshooting an intermittent connectivity issue between a client application and an Azure AI Speech service that sits behind an Azure Firewall and a Virtual Network. Which THREE diagnostic steps or tools should you utilize? (Choose three.)

You need to extract data from a highly varied set of tax forms where the layout changes frequently. Which approach is most efficient?

A financial services company uses a custom neural model in Azure AI Document Intelligence to extract fields from loan applications. After retraining the model with 30 additional labeled documents, field accuracy for the 'loanAmount' field dropped sharply, although the field was previously accurate. The new documents were labeled by a different team. You need to identify the most likely cause of the regression before retraining again. What should you investigate first?

Which TWO of the following are valid Document Intelligence project types in the Studio?

Your custom extraction model is failing to identify fields on a new version of a document. You have labeled 50 documents. What is the most likely solution?

You are designing a customer service chatbot using Azure OpenAI. You need to ensure that the model refuses to answer questions outside the scope of your company's products. Where should you define this boundary instruction?

You are optimizing a RAG pipeline in Azure AI Foundry. Users complain that answers are missing key numerical details because important tables within PDF documents are being split across chunk boundaries during ingestion. What is the recommended remediation?

Your organization is running an Azure AI Search service and needs to restrict management operations (such as index creation and deletion) to administrators while allowing standard client applications to perform search queries only. How should you configure access?

Your development team is building a global customer support portal. Incoming tickets arrive in dozens of different languages. You need to automatically route tickets to the correct regional team based on the language of the ticket text. Which Azure AI Language feature should you call?

You are designing an architecture that processes incoming multilingual support emails using Azure AI Language. Which THREE processing steps should you include in your pipeline? (Choose three.)

You are configuring a webhook to receive notifications when an asynchronous batch text summarization job completes in Azure AI Language. Which Azure service should you use to capture and route the webhook events to your backend function?

You are automating document ingestion for a RAG pipeline. Which feature allows you to automatically split large documents into smaller chunks during indexing?

Which Azure AI Foundry feature allows you to visualize the execution path of an agentic workflow?

You need to programmatically delete an iteration of a Custom Vision model that performed poorly. Which API method should you invoke?

When implementing Retrieval-Augmented Generation (RAG) using Azure AI Search and Azure OpenAI, which THREE strategies help optimize chunk retrieval relevance and reduce noise? (Choose three)

You are using Azure AI Vision 4.0. You want to obtain a concise, single-sentence human-readable description of an image. Which feature parameter should you request?

Your development team needs to monitor the latency and total call volume of an Azure AI Document Intelligence resource in near real-time. Where can you view these pre-aggregated metrics without writing custom log queries?

You are hardening an Azure OpenAI service deployment for a financial application that handles sensitive customer data. Which THREE security configurations should you apply? (Choose three.)

You are configuring an Azure AI Language resource. Which TWO pricing tiers are available for provisioning the resource in the Azure portal? (Choose two.)

You are training a custom text classification model in Language Studio. After reviewing your trained model's performance metrics, you decide to improve recall for a specific underperforming category. What action should you take?

You are implementing a grounded RAG solution in Azure AI Foundry. Users report that the model occasionally hallucinates answers even when relevant documents are retrieved by Azure AI Search. What is the most effective prompt engineering strategy to mitigate this grounding failure?

You are building an AI agent in Microsoft Foundry that must answer questions grounded exclusively in a set of internal PDF policy documents. The agent must cite the exact page of the source document in every response, and the documents are updated weekly. You want the least operational overhead while keeping citations accurate. What should you do?

You need to provision an Azure AI resource that allows developers to access multiple AI capabilities (such as Vision, Speech, and Language) using a single endpoint and a single API key. Which resource type should you create?

You are auditing your Azure subscription and find several unused Azure AI Content Safety resources that are incurring base charges. You want to remove the resources permanently. Which operation should you perform?

Your enterprise application uses Azure AI Vision. Security policies require that all API keys are rotated every 30 days without causing application downtime. How should you manage the key rotation?

You are designing a text analysis solution using Azure AI Language. Which TWO features are available as prebuilt capabilities without requiring custom model training? (Choose two.)

You are managing Azure OpenAI deployments and need to monitor token consumption and error rates. Which TWO Azure Monitor features should you use to analyze this telemetry? Each correct answer presents part of the solution.

When designing agentic workflows in Azure AI Foundry, what are THREE key characteristics or components of agentic design compared to traditional single-turn prompt completion? (Choose THREE)

Which TWO criteria are typically used to evaluate the grounding of an LLM-based application?

You are building an Azure AI Document Intelligence solution to process complex financial statements. Due to varying layouts across different financial institutions, you decide to use a custom neural model instead of a custom template model. What is a key architectural advantage of the custom neural model in this scenario?

You are planning a text analytics pipeline that uses asynchronous batch operations. Which THREE text analysis tasks support asynchronous long-running batch operations in Azure AI Language? (Choose three.)

You are designing an information extraction solution using Azure AI Document Intelligence. Which TWO features are supported by Custom Neural models? Each correct selection represents a complete solution element.

Which component in Azure AI Foundry allows you to visualize and debug the execution path of a model call, including input/output mapping?

Your application analyzes high-resolution engineering blueprints using Azure AI Vision Read API. Users report that small text annotations are occasionally missed. How can you optimize the input image or API configuration to improve recognition of small text?

You are configuring a Prompt Flow to use a custom Python tool. Which configuration is required to ensure the environment has the necessary libraries?

You are preparing training images for a Custom Vision object detection project. Which THREE data preparation practices should you follow to ensure high model accuracy? (Choose three.)

You are designing an automated deployment pipeline for Azure AI Search using GitHub Actions. The pipeline must authenticate to Azure securely without storing credentials or long-lived secrets in GitHub repository settings. Which authentication mechanism should you implement?

You are building an Azure AI Foundry agent that answers employee benefits questions from an HR policy PDF set. Legal requires that every response cite the exact source page, and that unsupported answers are refused. You must maximize groundedness while keeping the existing PDFs unchanged. Which approach should you implement?

Your application is receiving 429 errors from the Document Intelligence service. What does this indicate?

When implementing prompt engineering for generative AI applications in Azure AI Foundry, which TWO practices are considered best practices for maintaining prompt maintainability and security? (Choose TWO)

Your company wants to generate descriptive captions for thousands of product images automatically using Azure AI Vision. Which visual feature parameter should you specify in the analyze request?

You are provisioning a new Azure AI Search service. You need to choose a pricing tier that supports semantic search capabilities. Which minimum tier should you select?

You are implementing indirect prompt injection protection for an agent that reads emails and summarizes them. An incoming email contains malicious instructions designed to trick the agent into exfiltrating user data. Which Azure AI feature should you configure to detect this threat?

You need to secure the communication between your app and Document Intelligence using a private endpoint. What is the primary benefit?

You are managing an Azure AI Custom Vision project and need to automate model training and evaluation updates as new training images are tagged. Which REST API or SDK component should you use to initiate the training iteration process?

You are auditing a generative AI application for responsible AI compliance. Which THREE practices should you implement to mitigate risks? (Choose 3)

Your development team needs to deploy an Azure OpenAI model deployment in an enterprise environment. They require provisioned throughput units (PTUs) to guarantee predictable latency and throughput for a mission-critical chatbot. Where can you purchase and manage PTU allocations?

You are developing an application that uses Azure OpenAI. You need to ensure that the application can authenticate to the Azure OpenAI service without storing credentials in code. What should you use?

You are extracting data from tables. The layout model is missing specific column headers. How can you improve the results?

When designing an agentic workflow in Azure AI Foundry, which component is used to manage the execution order and decision-making logic of multiple agents?

You are configuring an agent that must call a REST API to get current stock prices. Where must you define this integration to ensure the agent can reliably call the tool?

You are monitoring the health and operational status of an Azure AI multi-service account. Which TWO built-in metrics can you track in Azure Monitor to evaluate performance and reliability? (Choose two.)