Plan and manage an Azure AI solution

You need to restrict access to an Azure AI Language resource so that only a specific virtual network can call the endpoint. Which configuration should you use?

You are designing an AI solution that uses Azure AI Document Intelligence to extract data from invoices. The solution must handle a high volume of documents with varying layouts. Which approach should you use?

You are managing an Azure AI solution that uses Azure OpenAI. You need to ensure that the solution can only be accessed by applications hosted in a specific Azure Virtual Network. The solution must not be accessible from the public internet. What should you configure?

You are deploying an Azure AI solution that uses multiple Cognitive Services resources. You need to ensure that the solution can be deployed to multiple regions and that each region has its own endpoint and key. What should you use to manage the deployment?

You see the exhibit representing an Azure Bot resource configuration. The bot is not responding to user messages. What should you verify first?

You are a lead AI engineer for a global retail company. The company is building an AI-powered customer support chatbot using Microsoft Foundry. The chatbot must answer product questions, process returns, and escalate to human agents when needed. The solution uses Azure AI Language for intent recognition and Azure AI Bot Service for bot orchestration. During testing, the chatbot fails to understand customer queries about return policies. The intents 'ProductInquiry' and 'ReturnRequest' are defined, but the model often confuses them. You need to improve intent classification accuracy. The development team has already collected 500 sample utterances for each intent. You have a budget to collect additional data. What should you do?

Your team is developing a chatbot using Azure AI Bot Service with Language Understanding (LUIS). You need to improve intent recognition for user queries that contain typos. What should you recommend?

You are designing an Azure AI solution that uses an Azure AI services multi-service account. The solution must call the service from an Azure Kubernetes Service (AKS) cluster without embedding account keys in application code. You need to configure authentication and authorization so that the workload identity used by the pods can be granted access. (Choose two.)

You are planning a new Azure AI solution that will use several Azure AI services, including Azure AI Vision and Azure AI Language. The solution must allow developers to authenticate by using their Microsoft Entra ID credentials without storing service keys in code. You need to configure the Azure AI services resource to support this authentication method. What should you do?

You are deploying an Azure AI Language resource that will process customer feedback. The resource must be accessible only from a specific Azure virtual network and must allow access from an on-premises network via a site-to-site VPN. You need to configure network security for the resource. What should you do?

You are responsible for managing costs for multiple Azure AI services in your organization. You notice that provisioned throughput units (PTUs) for Azure OpenAI are not fully utilized. What is the most cost-effective action to optimize spending?

You see the exhibit from an Azure OpenAI chat completion request. The assistant is not calling the get_weather function when asked about the weather. What is the most likely reason?

You are deploying an Azure AI Document Intelligence solution to process invoices. The solution must extract line-item details such as product code, quantity, and unit price. Which prebuilt model should you use?

You need to analyze images to detect objects and read text from documents using a single Azure AI service. Which service should you use?

You are planning to use Azure AI Content Safety to moderate user-generated content in a social media application. The solution must detect hate speech and self-harm content. Which Content Safety features should you enable?

You are developing a bot using Microsoft Bot Framework and Azure AI Language. The bot must handle user intents that change mid-conversation. Which feature should you implement?

Refer to the exhibit. You are reviewing a Bicep template for deploying an Azure AI Language resource. After deployment, you need to ensure that the resource uses a private endpoint to block public access. Which additional resource should you include in the template?

You are deploying an Azure AI solution that uses multiple Azure AI services. You need to monitor the solution and receive alerts when the service quota for transactions per second (TPS) is exceeded. What should you use?

Your Azure AI Language custom entity recognition model incorrectly extracts 'Microsoft' as an organization when it refers to the company, but fails to extract 'Microsoft' as a product when it refers to the software. How should you improve the model?

You are designing an Azure AI solution that uses an Azure OpenAI resource. The solution must allow developers to call the model from a web app without embedding API keys in client-side code. You need to ensure that the web app can authenticate to the Azure OpenAI resource. What should you implement?

Which THREE components are part of the Azure AI Bot Service?

You are building a chatbot using Azure AI Bot Service and Language Service. The bot must recognize user intent for 'check order status'. How should you configure the Language Service?

You are deploying an Azure AI Language service solution for a multilingual customer support chatbot. The solution must support real-time translation between English, Spanish, and French. Which Azure resource should you provision?

You are deploying a custom text classification model using Azure AI Language. The model must be retrained monthly with new labeled data. You need to automate the retraining process with minimal manual intervention. Which approach should you use?

You are designing a solution that uses Azure AI Language to analyze customer feedback. The solution must detect sentiment, extract key phrases, and identify named entities. Which feature should you use?

Your organization wants to implement a document processing pipeline that extracts text from scanned PDFs and identifies named entities. Which two Azure AI services should you use?

You are testing an Azure OpenAI Service chat completion with function calling. The assistant returned null content and a tool call. What does this indicate?

You are developing a chatbot that uses Azure AI Language to understand user intents. The chatbot must handle multiple languages and direct users to the appropriate support team based on the detected intent. Which Azure AI Language feature should you use?

You need to enforce that only users from your Microsoft Entra ID tenant can call your Azure AI Language API endpoint. Which security mechanism should you configure?

You executed the Azure CLI command to list Azure OpenAI resources. You need to programmatically access the endpoint of the resource named 'gpt4' in a script. What is the most reliable way to extract the endpoint?

You are using Azure AI Content Safety to moderate user-generated content in a social media app. The solution must detect and block hate speech and self-harm content in real time. Which Content Safety feature should you use?

You are planning an Azure AI solution that uses Azure OpenAI. You need to ensure that the solution can be deployed to multiple regions for high availability. The solution must automatically route requests to the nearest available region and fail over if a region becomes unavailable. What should you use?

You need to monitor the performance of an Azure AI Language service custom entity recognition model. Which metric should you track to evaluate the model's ability to correctly identify entities?

Your Azure AI solution uses multiple AI services including Computer Vision and Language. To reduce costs, you want to share a single key and endpoint across services. Which Azure resource type should you deploy?

You are planning to deploy an Azure AI Content Safety solution. What is the primary requirement for using the service?

You are planning an Azure AI solution that will process documents containing personal data. The solution uses Azure AI Document Intelligence and Azure OpenAI in the same subscription. Corporate governance requires that data processed by these services never leave a specified geographic region and that you can audit which operations were performed on the data. You need to select a deployment approach that meets these requirements with the least administrative effort. What should you do?

Which THREE factors should be considered when choosing a region for deploying Azure AI services?

You are designing an Azure AI solution that uses Azure AI Search. The solution must ensure that only authorized users can query the search index, and that users can only access documents they are permitted to see. You need to implement document-level access control. What should you do?

Your Azure AI Document Intelligence model is failing to extract tables from scanned PDFs. The PDFs are low-quality images. What should you do first?

Your organization is using Azure AI Search with semantic ranking. Users report that search results are not showing relevant documents at the top. You need to improve relevance. What should you configure?

A company is using Azure AI Vision to analyze images from a manufacturing line. The solution must detect defects in real-time. The team discovers that the model's accuracy drops significantly when images are captured under different lighting conditions. What is the best approach to improve the model's robustness?

Your team is building a custom question-answering solution using Azure AI Language. The solution must be able to answer questions based on a set of PDF documents. You need to import the documents and create a knowledge base. What should you do first?

You are designing an Azure AI solution that uses multiple Azure AI services, including Azure AI Vision and Azure AI Language. You need to ensure that the solution can be deployed in a way that minimizes latency between services and provides a single endpoint for management. What should you use?

Your team develops a document translation solution using Azure AI Translator. The solution must translate documents while preserving formatting and layout. Which feature should you use?

You are responsible for an Azure AI multi-agent system built on Microsoft Foundry. The system experiences frequent timeout errors when agents call external APIs. You need to implement a resilient pattern. What should you do?

A company is deploying a solution using Azure AI Vision to analyze images of products on a retail website. They need to ensure that the image analysis is performed within a specific geographic boundary for data residency compliance. What should they configure?

Your Azure AI Search index is experiencing high query latency. You have enabled semantic search and custom scoring profiles. You need to reduce latency without degrading search quality. Which action should you take?

You are deploying an Azure AI solution that uses Azure AI Language and Azure AI Vision. You need to ensure that the solution can be deployed repeatedly to multiple environments with consistent configuration and that secrets are managed securely. (Choose two.)

You manage an Azure AI Search solution that indexes documents from Azure Blob Storage. The index must support real-time updates when documents are added or modified. Which approach should you use?

You are developing an Azure AI solution that uses Azure Cognitive Search. The solution must index documents from an Azure Blob Storage container. You need to ensure that the indexer can access the Blob Storage container securely without storing credentials in the indexer definition. What should you do?

Your organization needs to monitor Azure AI services for unusual activity patterns that might indicate a security threat. Which Microsoft security solution should you use?

You are managing an Azure AI solution that uses Azure OpenAI and Azure AI Search. You need to ensure that the solution can be deployed to multiple environments with different configurations while minimizing manual steps. Which two actions should you take? (Choose two.)

You are architecting an Azure AI solution that uses Azure AI Language to analyze text for sentiment and key phrases. The solution must handle bursts of up to 500 requests per second but average only 50 requests per second. You need to ensure cost efficiency while meeting performance requirements. Which THREE actions should you take?

Your company is deploying an Azure AI solution that uses multiple AI services. You need to ensure that all API calls are authenticated securely using managed identities. Which of the following steps is required to enable managed identity authentication for an Azure AI service?

You are deploying an Azure AI solution that uses Azure AI Search. The solution must be able to access the search service from an Azure virtual network without traversing the public internet. You need to configure the search service to meet this requirement. What should you do?

You are responsible for an Azure AI solution that uses Custom Vision to classify manufacturing defects. The model must achieve high recall to avoid missing defects. The current model has high precision but low recall. Which action should you take?

Your organization uses Microsoft Entra ID for identity management. You are building an AI solution that uses Azure AI Vision to analyze images. The solution must use managed identities to authenticate to the Vision resource. Which RBAC role should you assign to the managed identity?

You are planning an Azure AI solution that will use several Azure AI services, including Azure AI Vision and Azure AI Language. The solution must be deployed to multiple regions and must provide a single endpoint and key for all the services. Which Azure resource type should you create?

A company is planning to use Azure AI services. They require the ability to audit all API calls for compliance. Which THREE components should they enable?

Your Azure AI Search index stores customer support tickets. You need to implement a search feature that returns semantically similar results even if the query uses different wording. Which configuration should you enable?

You are deploying an Azure AI solution that uses Azure AI Language and Azure AI Vision. You need to ensure that the solution can be monitored for performance and health. You want to collect metrics and logs from these services and analyze them in a central location. What should you use?

You are managing an Azure AI services resource that is used by several departments. The security team requires that you monitor the resource for unusual access patterns and receive alerts when the number of failed authentication attempts exceeds a threshold. You need to configure the appropriate Azure Monitor components. Which two actions should you take? (Choose two.)

Your company is developing an AI-powered document processing solution using Azure AI Document Intelligence. The solution must extract data from scanned PDF forms. The forms are in a custom format not supported by prebuilt models. You have 10,000 labeled forms for training. The solution must be deployed in a region that supports Document Intelligence and must be accessible via a REST API. You need to ensure the solution can process forms with high accuracy. What should you do?

You are deploying a custom Azure AI Language question answering project. The solution must only answer questions based on a specific set of internal FAQ documents. Which data source type should you use when creating the project?

Drag and drop the steps to create a custom question answering project in Azure Language Service into the correct order.

You are planning to deploy an Azure AI solution that uses multiple Azure AI services. You need to monitor the solution for performance and operational issues. You want to collect metrics and logs from all the services and analyze them in a central location. What should you use?

Which TWO actions should you take when designing an Azure AI solution that uses Microsoft Foundry to ensure responsible AI practices?

A developer is building a chatbot using Azure Bot Service and Language Understanding (LUIS). The bot needs to handle multiple intents, including 'BookFlight', 'CancelFlight', and 'CheckWeather'. During testing, the bot frequently confuses 'BookFlight' and 'CancelFlight' intents. What is the most effective way to improve intent classification accuracy?

You are designing a solution that uses Azure AI Vision to analyze images for moderation. The solution must detect adult content and identify text in images. You need to minimize latency and cost. Which approach should you recommend?

Match each Azure AI scenario to the appropriate service.

You are planning a new Azure AI solution that will use Azure AI Language, Azure AI Vision, and Azure OpenAI. The security team requires that all service credentials be managed centrally, rotated automatically, and never stored in source code or application configuration files. You need to configure the application to retrieve the endpoint and key for each service at runtime. What should you use?

Your organization is migrating on-premises machine learning models to Azure. The models are used for real-time inference. You need to choose a service that provides managed endpoints with autoscaling and supports custom containers. Which service should you use?

Your company uses Azure OpenAI Service to generate marketing content. You need to ensure that the generated content does not contain offensive language. Which feature should you enable?

Which TWO Azure AI services can be used together to build a solution that transcribes customer service calls and detects sentiment?

You are deploying an Azure AI Services resource by using an ARM template as part of an automated pipeline. The template must create the resource, a key vault, and a role assignment that allows a specific managed identity to read the resource key from the key vault. The deployment fails with an authorization error when creating the role assignment. You need to resolve the failure. What should you do?

You are planning to deploy an Azure AI Services multi-service resource. You need to ensure that the resource can be used by applications running in an Azure Kubernetes Service (AKS) cluster without embedding keys in the application code. What should you do?

Refer to the exhibit. You are reviewing a content safety policy for an Azure AI Foundry deployment. The policy rate limits to 20 requests per minute. A user submits 50 requests in one minute. How many requests are allowed?

You are developing an Azure AI solution that uses pre-built models from Azure AI Vision to analyze images. The solution must be able to detect objects and read printed text. Which TWO capabilities should you use?

Your company uses Azure OpenAI Service to generate product descriptions. You need to ensure that the generated content does not include offensive language and adheres to responsible AI principles. What should you implement?

You are designing an Azure AI solution that uses Azure AI Language to analyze customer support transcripts. The solution must identify key phrases, detect sentiment, and extract custom entities specific to your product catalog. Which two Azure AI Language features should you enable?

You run the above Azure CLI command. What is the expected output?

You are planning a solution that uses Azure AI Language to analyze customer feedback from social media posts. The solution must: - Detect sentiment (positive, negative, neutral) for each post. - Extract key phrases. - Support English and Spanish languages. - Run asynchronously for a batch of 10,000 posts. - Use the least expensive option that meets requirements. What should you do?

You are planning to use Azure AI Vision to analyze images for a retail inventory management application. The solution must detect products on shelves and read expiration dates. Which two Azure AI Vision capabilities should you use?

Your Azure AI Search solution uses a custom skill to call an external API. The skill runs locally but fails when deployed to the search service. What is the most likely cause?

Which TWO of the following are best practices for securing Azure AI services?

Match each Azure AI service to its primary function.

You are an Azure AI engineer at Fabrikam Inc. The company has developed a custom vision model using Azure Custom Vision to detect defects on a manufacturing assembly line. The model is deployed as a Docker container to an on-premises edge device using Azure IoT Edge. Recently, the model's inference accuracy has decreased. The operations team reports that the edge device is running low on memory and CPU. The model was trained with images from a specific camera angle, but the camera angle has been changed slightly due to maintenance. You need to improve the model's accuracy. What should you do?

Refer to the exhibit. You are creating a Custom Vision project using the Azure AI Custom Vision API. The training data is stored in Azure Blob Storage with a SAS URI. The project creation fails with an authorization error. What is the most likely reason?

You are planning to use Azure AI Document Intelligence to process a large volume of mixed document types (invoices, receipts, and purchase orders). The solution must automatically classify each document type and extract relevant fields. What should you configure?

You are designing a solution that uses Azure AI Document Intelligence to extract data from invoices. The solution must handle high throughput and process documents in batch. Which TWO configuration options should you use?

You are an AI engineer at Contoso. Contoso has a Microsoft Copilot for Microsoft 365 deployment. They want to build a custom copilot in Microsoft Copilot Studio that can answer questions about their internal IT support knowledge base stored in a SharePoint Online document library. The knowledge base includes hundreds of PDF and Word documents. Requirements: - The copilot must only answer from the approved knowledge base documents. - Responses must be grounded in the documents and include citations. - The solution must use generative answers with a prebuilt AI model (no custom model training). - Authentication must be via Microsoft Entra ID with single sign-on (SSO). - The copilot should be published to a Microsoft Teams channel. You need to recommend the minimal configuration steps. What should you do?

A company needs to implement a chatbot that answers customer queries using a knowledge base. Which Azure AI service should be used to build the knowledge base?

A team is building a chatbot using Azure Bot Service and Language Understanding (LUIS). The chatbot must handle multiple languages. What should you configure?

You are planning to deploy an Azure AI solution that uses Azure Cognitive Services. You need to ensure that the solution can be deployed to multiple regions and that each region uses a separate endpoint. What should you do?

Your Azure AI Search indexer is failing to index documents from an Azure Blob Storage container. The error message shows 'AccessDenied'. What is the most likely cause?

You are deploying an Azure AI solution that uses Azure AI Search. The solution must be able to index data from an Azure SQL database and provide search results to an application. You need to ensure that the search service can access the database securely without storing credentials in the indexer definition. What should you do?

Which TWO Azure services are used together to build a custom question-answering solution?

A company wants to use Azure AI services to extract text from scanned PDF documents. Which Azure AI service should they use?

You plan to use Azure AI Content Safety to detect hate speech in user-generated content. Which type of content safety is most appropriate for this scenario?

A company is using Azure Form Recognizer to extract data from invoices. The prebuilt model does not correctly extract a custom field that is specific to the company's invoices. What is the most appropriate action to improve extraction accuracy for this field?

A healthcare organization uses Azure AI Language to extract medical entities from clinical notes. The solution must comply with HIPAA and data residency requirements. Which configuration is essential?

You are deploying an Azure AI solution that must process images stored in an Azure Blob Storage account. The solution uses the Computer Vision API and must be able to access the images without exposing storage account keys in code. You need to configure authentication. What should you do?

Which TWO Azure AI services can you use to implement a custom question-answering system?

Your chatbot uses Azure Bot Service and QnA Maker. Users can ask questions in natural language, and the bot returns answers from a knowledge base. Users report that the bot sometimes returns irrelevant answers. What should you do first?

You manage an Azure AI Search service that indexes legal documents. The search latency is high, and you need to improve query performance without reducing index size. Which action should you take?

You are deploying a chatbot using Azure AI Bot Service and Language Understanding (LUIS). The bot must understand user intent from free-text input. Which component should you train?

You are planning to deploy an Azure AI solution that uses an Azure AI Services multi-service resource. The solution must be deployed across multiple Azure regions to provide high availability. You need to ensure that the solution can fail over automatically if one region becomes unavailable. What should you do?

You are designing an Azure AI solution that uses Language Understanding (LUIS) for intent detection. The solution must handle multiple languages dynamically based on the user's locale. What should you do?

Which TWO of the following are best practices for managing Azure AI services costs?

Your organization is using Azure OpenAI Service to generate content. You need to ensure that the content meets safety guidelines by filtering harmful outputs. What should you configure?

You need to create a solution that extracts key-value pairs from scanned invoices using Azure AI Document Intelligence. The invoices have varying layouts. Which model should you use?

You need to monitor the costs of your Azure AI services across multiple subscriptions. Which Azure tool should you use to track spending and set budgets?

You are planning to deploy an Azure AI solution that uses Azure AI Language to analyze text. The solution must be able to process a high volume of requests and provide a service-level agreement (SLA) for availability. You need to choose the appropriate pricing tier. What should you do?

You are deploying an Azure AI solution that uses Azure Cognitive Services. You need to ensure that the API keys are stored securely and can be rotated automatically. What should you use?

You deploy a Custom Vision object detection model to classify vehicles. The model works well in good lighting but fails in low-light conditions. What is the most appropriate action?

You are a security engineer for a financial services company. The company uses Azure AI Language to analyze customer communications for compliance. The solution processes sensitive personal data. You need to ensure that all data transmitted to the Azure AI Language service is encrypted in transit and that the service endpoint is not accessible from the public internet. Additionally, you must use Microsoft Entra ID for authentication. The current implementation uses API keys and the public endpoint. You need to reconfigure the solution. What should you do?

You are deploying an Azure AI solution that uses Azure OpenAI Service and Azure AI Language. The solution must ensure that each service has its own managed identity and that access to keys is restricted. You need to configure authentication for the services. What should you do?

A healthcare company is using Azure AI Document Intelligence to extract patient data from forms. They need to ensure that all extracted data is encrypted at rest using a customer-managed key (CMK) and that the service endpoint is restricted to a specific virtual network. Which combination of steps should they take?

You are building an Azure AI solution that uses Azure OpenAI Service to generate text. You need to ensure that the solution can handle up to 10,000 requests per minute. You also need to monitor the usage and set up alerts when the request rate exceeds 80% of the quota. What should you do?

You are using Azure AI Language's conversational language understanding (CLU). The above JSON is a request to a CLU endpoint. What is the purpose of this request?

Your Azure AI Search index contains millions of documents. Users report that search results are slow for complex queries. You need to improve query performance without reducing result quality. Which action should you take?

You are implementing a chatbot using Microsoft Copilot Studio that helps employees find company policies. The chatbot must: - Use generative answers based on a SharePoint Online site. - Only respond with information from approved policy documents. - Include citations in responses. - Be accessible from Microsoft Teams. - Require no custom code. What should you do?

Which THREE factors should you consider when choosing between Azure AI Document Intelligence prebuilt models and custom models for invoice processing?

Your company uses Azure AI Vision to analyze images. You receive an alert that the number of 429 (Too Many Requests) errors has increased significantly. What is the most likely cause?

You are building an Azure AI solution that uses Azure AI Language to analyze customer feedback stored in an Azure Blob Storage container. The container contains 500,000 small text documents. You need to minimize the total time required to analyze all documents and minimize the number of API calls. What should you do?

You are deploying an Azure AI solution that uses multiple Azure AI services resources. You need to ensure that all resources are deployed in a consistent manner and can be managed as a single unit. You also need to be able to assign permissions to the entire group of resources at once. What should you use?

You deploy a custom vision model using Azure AI Custom Vision. After deployment, you notice the model has high accuracy on training data but low accuracy on new images. What is the most likely cause?

You are deploying an Azure AI solution that uses Azure OpenAI Service. The solution must be deployed in a way that minimizes latency for users in Asia. However, the company's data residency policy requires data to stay in the United States. What should you do?

Which THREE practices should be followed to secure an Azure AI solution that uses Azure OpenAI Service and Azure AI Search?

You are planning a solution that uses Azure AI Document Intelligence to process invoices. The solution must be deployed to a production environment with high availability. You need to use an Azure Resource Manager (ARM) template to deploy the Document Intelligence resource. The template must ensure that the resource is deployed to two Azure regions. What should you do?

You are planning to deploy an Azure AI Language resource that will be used by multiple applications. The applications must authenticate using Azure Active Directory (Azure AD) tokens. You need to assign the appropriate role to the applications' managed identities so they can call the Azure AI Language service. Which role should you assign?

You need to monitor costs for an Azure AI solution that uses multiple Azure AI services. Which Azure tool should you use to set budgets and receive alerts?

Refer to the exhibit. You are using Azure AI Document Intelligence with a layout model. The pipeline returns an empty tables array even though the document contains tables. The OCR step extracts text correctly. What is the most likely issue?

Your company uses Azure OpenAI to generate code snippets. Developers need to ensure that the generated code does not contain security vulnerabilities. What should you implement?

Which THREE of the following are capabilities of Azure AI Content Safety?

Your team is developing a chatbot using Azure AI Bot Service. You need to ensure that the bot can handle multiple languages and respond appropriately. Which Azure AI service should you integrate to perform language detection?

You are planning to deploy a custom neural voice (CNV) model using Azure AI Speech. You need to ensure that the deployment meets Microsoft's responsible AI requirements. Which two actions should you take? (Choose two.)

Your organization uses Azure AI Document Intelligence to extract data from invoices. The solution must identify custom fields not present in the prebuilt models, such as 'purchase order number' located in varying positions across documents. What should you do?

Which TWO monitoring metrics should you track to ensure the health and performance of an Azure AI Search service used for a customer-facing product catalog?

Which THREE are required when planning to use Azure OpenAI Service for a generative AI application that must comply with responsible AI principles?

You are deploying an Azure AI solution that calls Azure OpenAI and Azure AI Language from an Azure Container Apps environment. The solution must authenticate to both services without using service keys, and the container app must be able to access the services even if the network is restricted to private endpoints. What should you configure?

Refer to the exhibit. You are configuring an agent in Azure AI Foundry. The agent fails to start because the specified model is not available in the current Azure OpenAI resource. What should you do to resolve the issue?

You are building an Azure AI solution that uses Azure AI Vision to analyze images. The solution must be able to extract text from images and return the text in a structured format. You need to choose the appropriate Azure AI Vision feature. What should you use?

You are designing a chatbot using Azure AI Language. The chatbot must understand user intents and also extract entities like dates and locations. Which feature combination should you use?

You are deploying an Azure AI solution that uses Azure AI Document Intelligence to extract data from invoices. The solution must process documents in near real-time and must be able to handle sudden spikes in volume. You need to design the architecture to meet these requirements while minimizing cost. What should you use?

You are deploying an Azure AI solution that uses Azure OpenAI Service. The solution must ensure that all API calls are logged for auditing and that the logs are retained for 90 days. You need to configure diagnostic settings. What should you do?

A developer is tasked with integrating Azure OpenAI Service into an application that generates product descriptions. The developer needs to ensure that the generated content does not contain offensive language. Which Azure AI service should be used in addition to Azure OpenAI?

A company is deploying an Azure AI solution that uses Azure Cognitive Services. The solution must comply with data residency requirements that mandate all customer data be stored within a specific geographic region. Which action should the company take when creating the Cognitive Services resource?

You have an Azure AI solution that uses Azure AI Language to perform sentiment analysis. The solution is experiencing high latency. Which action should you take to reduce latency?