Querying Structured Data With Azure Openai. You can also include the code interpreter tool to allow the model t

You can also include the code interpreter tool to allow the model to write and run code for analysis. Running models on your data enables you to chat on top of, and analyze your data with greater accuracy and speed. Learn about how to use and migrate to GPT-5. What is Azure OpenAI Services and How Does It Compare to OpenAI? It receives meeting data through a webhook, validates the input, sends the transcript to AI for analysis, cleans the output, and stores the insights in a structured format. Example scripts are provided for extracting details from images Learn about the types of queries supported in Azure AI Search, including vector and hybrid queries, free text, filter, autocomplete and suggestions, geospatial search, system queries, and document lookup. This table shows the parameters unique for Azure OpenAI On Your Data. Not only that, totally useless as the article mislead the reader and talks about function calling in the end, not structured output as OP asked. Jan 22, 2025 · Read more about OpenAI’s rate limits in these other resources: Requesting a rate limit increase To learn more about increasing your organization’s usage tier and rate limit, visit your Limits settings page. Jun 28, 2024 · 37 sources Overview: JSON mode and function calling are two methods available in Azure OpenAI for generating structured outputs, such as SQL queries. OpenAI(api_key=os. The Azure OpenAI Assistants API offers a seamless way to integrate OpenAI models with your applications. Mar 26, 2024 · Microsoft and Elastic partner to add Elasticsearch (preview) as an officially supported vector database and retrieval augmentation technology for Azure OpenAI On Your Data, enabling users to build chat experiences with advanced AI models grounded by enterprise data. Foundry IQ is a centralized knowledge layer that connects agents to data with the next Feb 20, 2024 · Get Access to Azure OpenAI Once got approved create an Azure OpenAI in you Azure’s subcription. Azure OpenAI on Your Data is a feature that helps businesses do just that. Nov 18, 2025 · Introducing Foundry IQ by Azure AI Search in Microsoft Foundry. By leveraging tools, external functions, and code interpreters, you can empower AI Features Used ChatClient Sends prompts to Azure OpenAI Gets responses as structured data Handles streaming and batch responses Sends prompts to Azure OpenAI Gets responses as structured data Handles streaming and batch responses Prompt Templates Create flexible prompts with variables Reuse prompts for different queries Format consistency across Aug 6, 2024 · The Azure OpenAI Batch API is designed to handle large-scale and high-volume processing tasks efficiently. In the provided example pattern you ask the model to convert natural-language questions into parameterized SQL. Both Structured Outputs and JSON mode are supported in the Responses API, Chat Completions API, Assistants API, Fine-tuning API and Batch API. We’ll do this by adding a new “reasoning language” option to the model’s system prompt, and applying supervised fine-tuning with Hugging Face’s TRL library on a multilingual reasoning Oct 3, 2024 · Using Azure Document Intelligence and OpenAI to Analyze, Compare, and Verify Information Across Multiple Documents In today’s data-driven world, organizations often face the challenge of Prerequisites Azure Account - If you're new to Azure, get an Azure account for free and you'll get some free Azure credits to get started. Extract structured data from unstructured text using Google's LangExtract library & LLMs. My goal is to combine both unstructured and structured data to create a more intelligent and context-aware chatbot. New AI integration for your SQL databases | RAG, Vector Search, Admin Automation Connect your SQL data to AI with Azure OpenAI Studio. 4 days ago · In some scenarios, data sent to Azure OpenAI services may be processed or stored outside a Fabric capacity’s geographic region. These agents translate questions into precise SQL statements and return accurate results when they operate on high-quality, certified tables. Using the template and the user’s prompt, we create a query and deliver it to the query_engine, representing the index created from the documents. 6 days ago · The Mastery Phase represents the culmination of the MCP for Beginners curriculum, transitioning learners from foundational knowledge to production-ready expertise. Dec 16, 2025 · Fabric Data Agents allow business teams to query structured data using natural language. 5 days ago · This document covers the text embedding generation implementation using Azure OpenAI's `text-embedding-3-small` model. LangChain is an open source framework with a pre-built agent architecture and integrations for any model or tool — so you can build agents that adapt as fast as the ecosystem evolves Structured Outputs vs JSON mode Structured Outputs is the evolution of JSON mode. Aug 6, 2024 · Use Azure OpenAI structured outputs and the openai Python SDK to extract details from images, GitHub issues, PDFs, and more. 11 You must have an Azure SQL Database with the tables and data you want to query. This solution accelerator uses an Azure OpenAI GPT model and an Azure AI Search index generated from your data, which is integrated into a web application to provide a natural language interface, including speech-to-text functionality, for search queries. Nov 6, 2025 · To run a query that includes data from other resources or data from other Azure services, select Logs from the Azure Monitor menu in the Azure portal. May 15, 2025 · With Azure OpenAI’s support for the Model Context Protocol (MCP), developers can build structured, multi-step workflows that guide large language models to query, interpret, and summarize data stored in ClickHouse. By leveraging Azure SQL, OpenAI, and vector search, this project enables intelligent querying, document retrieval, and LLM orchestration, all within a secure and structured SQL environment. RAG chat: Data ingestion The azure-search-openai-demo project can set up a full RAG chat app on Azure AI Search and OpenAI so that you can chat on custom data, like internal enterprise data or domain-specific knowledge sets. 4 days ago · Learn how to create an AI-powered Kanban board in . The session is about how we can use Azure OpenAI to interact with SQL databases in natural language. SQL Server 2025 improves JSON performance, hybrid queries, and analytics patterns that blend relational + semantic context. For a full code sample demonstrating this capability, check out the using Azure AI Document Intelligence and Azure OpenAI GPT-3. JSON Mode: Ensures that the output is always a valid JSON string, but does not guarantee adherence to a specific schema. Feb 15, 2024 · URI parameters Request body The request body inherits the same schema of chat completions API request. Dec 29, 2025 · Find all posts, articles, and events tagged with "azure openai" in Microsoft Community Hub. Structured Output is not supported by Azure OpenAI yet as of the latest API “2024-07-01-preview” Nov 20, 2025 · Use this article to learn about configuring Azure OpenAI when using your data for text generation. 15 hours ago · Based on this input, Azure OpenAI creates structured task cards, which are automatically placed in the In Progress column of the Kanban board. Apr 14, 2023 · In January 2023, Microsoft announced the General Availability of the Azure OpenAI Service (AOAI), which allows Azure customers to access OpenAI models directly within their Azure subscription and with their own capacity. Jul 25, 2024 · This sample demonstrates how to use GPT-4o to extract structured JSON data from PDF documents, such as invoices, using the Azure OpenAI Service. Azure OpenAI Service pricing information. By leveraging tools, external functions, and code interpreters, you can empower AI Features Used ChatClient Sends prompts to Azure OpenAI Gets responses as structured data Handles streaming and batch responses Sends prompts to Azure OpenAI Gets responses as structured data Handles streaming and batch responses Prompt Templates Create flexible prompts with variables Reuse prompts for different queries Format consistency across This sample demonstrates how to build an intelligent document processing solution using Azure Content Understanding to extract structured data from documents and provide conversational querying capabilities. Nov 9, 2023 · I'm working on developing a chatbot using Azure services, specifically OpenAI and Cognitive Search. We look deep into how Learn how to use Azure OpenAI's advanced GPT-5 series, o3-mini, o1, & o1-mini reasoning models Sep 30, 2025 · Learn how to improve your Azure OpenAI model responses with structured outputs. Meanwhile, the additional workflow columns To Do, Code Review, and Done are predefined to support the task lifecycle. Stay informed with the latest updates from our community Feb 27, 2024 · Azure OpenAI Services emerges as a comprehensive solution for integrating AI into applications of any scale, offering a range of advanced machine learning and natural language processing services. For more information, see Log query scope and time range in Azure Monitor Log Analytics for details. Python 3. Jun 23, 2024 · By integrating Azure OpenAI with a SQL database, we can automate this translation, enabling users to ask questions in plain English and receive well-structured data in return. In this article, you learn about authorization options, how to structure a request and receive a response. Sep 30, 2025 · Learn about the best practices for using Azure OpenAI On Your Data, along with how to fix common problems. 5 Turbo to extract structured data from documents sample on GitHub. Jan 13, 2026 · These systems combine Azure OpenAI models, custom ML models, and Fabric hosted data pipelines to create sophisticated AI capabilities. Use this article to learn about using your data for better text generation in Azure OpenAI. 2 is our newest flagship model for enterprise and agentic workloads, designed to deliver higher accuracy, stronger instruction followi 15 hours ago · Learn how to deploy Azure OpenAI Service using Terraform and securely configure Microsoft AI Shell to use your Azure-hosted GPT model. This usually happens in a separate process. GetAssistantClient (); Returns a strongly‑typed client that talks to the Azure OpenAI Assistants API. Dec 11, 2025 · GPT-5. It's aimed at anyone that is looking to leverage AI for advanced information retrieval. Jul 25, 2024 · Currently I want to use Azure OpenAI to be able to establish queries based on the tables on my database. Gone are the days of painstakingly crafting SQL queries; our vision of effortless data interaction has materialized. Aug 17, 2025 · Role of Azure OpenAI and Cosmos DB Azure OpenAI: the LLM provider. Retrieval and generation: the actual RAG process, which takes the user query at run time and retrieves the relevant data from the index, then passes that to the model. Azure AI Foundry Resource - For agent-based solutions, you'll need access to Azure AI Foundry. Apr 23, 2025 · For example; Personal data like e-mails and notes Highly specialized data like archival or legal documents Newly created data like recent news stories In order to overcome this limitation, we can use a data store which is amenable to querying in natural language, just like the LLM itself. Handling Structured and Unstructured Content In this notebook, we show how OpenAI’s open-weight reasoning model OpenAI gpt-oss-20b can be fine-tuned to reason effectively in multiple languages. Nov 18, 2025 · You must include at least one data source (for example, web search or a remote Model Context Protocol (MCP) server). getenv("OPENAI_API_KEY", "<your OpenAI API key if not set as env var>")) The article discusses querying structured data using Azure OpenAI's generative models, demonstrating an implementation with Python to extract insights and generate reports from a sales dataset. import openai import os client = openai. 4 days ago · Microsoft Fabric Data Agents introduce a native, agentic AI layer for conversational analytics over governed enterprise data in OneLake—bridging the gap between structured data platforms and 6 days ago · The series demonstrates enterprise-grade patterns including Row Level Security (RLS), semantic search with Azure OpenAI embeddings, multi-tenant data isolation, and production monitoring with Application Insights. Integration with Azure OpenAI: Using the Azure Samples Demo as the starting point, it combines the power of OpenAI and Azure Cognitive Search to allow for natural language queries on Excel data. Dec 5, 2024 · With this structured outputs capability, it's easier than ever to use GPT models for "entity extraction" tasks: give it some data, tell it what sorts of entities to extract from that data, and constrain it as needed. This approach takes advantage of the GPT-4o model's ability to understand the structure of a document and extract the relevant information using vision capabilities. Connect the SQL database using Azure Data Factory or Synapse pipelines to push incremental updates into the search index. It combines the advanced AI models from OpenAI with the strong data management tools of Azure, allowing you to use […] Aug 30, 2023 · By harnessing the capabilities of Azure Open AI, Semantic Kernel, and Azure Speech Services, we've shattered the barriers that once confined data querying to the realms of complex syntax and manual effort. Aug 25, 2023 · Building your own DB Copilot for Azure SQL with Azure OpenAI Large Language Models (LLMs) have proven exceptional capabilities in chatting with unstructured, text data. Conclusion: Data Agents as a Leadership Capability Viewed narrowly, data agents can look like just another AI Aug 18, 2025 · Provision an Azure OpenAI on your data instance linked to an Azure Cognitive Search index. Process asynchronous groups of requests with separate quota, with 24-hour target turnaround, at 50% less cost than global standard. May 19, 2025 · This article provides a comprehensive overview of current methods to enable natural language interaction with structured data on Azure, including key benefits, limitations, and appropriate Nov 28, 2025 · This article demonstrates how to build a REST API that converts natural language into SQL queries using multiple LLM providers (OpenAI, Azure OpenAI, Claude, and Gemini). The result is agents that can reason across historical and real time data, autonomously decide which tools or workflows to invoke, and continuously learn from enterprise data signals. Azure OpenAI on your data enables you to run supported chat models such as GPT-3. Is there a way to allow Azure OpenAI to access my database? I eventually want users to enter in natural text through my HTML interface and then Azure… Aug 6, 2024 · This repository includes both the infrastructure and Python files needed so that you can create an Azure OpenAI gpt-4o model deployment and then perform entity extraction using the structured outputs mode and the Python openai SDK. Below code is just one way of solving this type of problem and can be customized or improved to fit to other similar problems. The system dynamically selects the appropriate AI service based on configuration, executes the generated SQL against a database, and returns structured results. What are the best practices for… RAG chat: Data ingestion The azure-search-openai-demo project can set up a full RAG chat app on Azure AI Search and OpenAI so that you can chat on custom data, like internal enterprise data or domain-specific knowledge sets. This solution can handle both structured and unstructured data, but does have size volume limitations (see docs here) Value + Example Business Use Cases Value: Users can now leverage ChatGPT’s natural language capability to connect directly to files in Sharpeoint Dec 11, 2024 · Discover how Azure OpenAI, powered by ChatGPT, aids in writing efficient M queries for Power BI, offering suggestions and insights for data transformation tasks 1 day ago · AI workloads often mix structured and unstructured data. This sample demonstrates how to build an intelligent document processing solution using Azure Content Understanding to extract structured data from documents and provide conversational querying capabilities. Try popular services with a free Azure account, and pay as you go with no upfront costs. Contribute to PascalBurume/Querying-structured-data-with-Azure-OpenAI development by creating an account on GitHub. 1, o3, and o4-mini 5 days ago · Finally, Azure OpenAI generates a concise summary and a downloadable clinical report, while FHIR-compliant JSON output seamlessly integrates with Microsoft Fabric OneLake for downstream analytics and reporting—unlocking a complete, scalable, and secure solution for healthcare data workflows. AzureClient. 2 and the GPT-5 model family, the latest models in the OpenAI API. 3: For question-answering, the query is sent to Azure OpenAI to provide relevant answers based on the contract data. Aug 7, 2025 · We’re introducing new developer controls in the GPT-5 series that give you greater control over model responses—from shaping output length a Utilizing C# Azure OpenAI Assistants to generate or interpret SQL queries. Pricing details for Document Intelligence, a text and data extraction API from Foundry Tools. May 24, 2024 · The Azure Function returns a base64 string that ChatGPT converts into a file. Feb 20, 2024 · Get Access to Azure OpenAI Once got approved create an Azure OpenAI in you Azure’s subcription. Aug 5, 2025 · It furthermore does even better than o4-mini on health-related queries (HealthBench ⁠) and competition mathematics (AIME 2024 & 2025). May 20, 2025 · As organizations increasingly adopt AI to enhance decision-making, integrating Azure databases with Azure OpenAI offers a powerful way to unlock natural language querying and advanced analytics. . Jul 16, 2023 · Build a self-serve analytics platform by letting your customers ask questions about data in plain English with OpenAI and Azure Data Explorer. Add your data using Microsoft Foundry portal Tip Alternatively, you can use the Azure Developer CLI to programmatically create the resources needed for Azure OpenAI On Your Data. Jun 19, 2023 · Azure OpenAI Service on your data&nbsp;is now available in public preview, bringing a groundbreaking feature that allows you to leverage the power of OpenAI Apr 9, 2024 · With a now structured data response, you can store this data however you require for the needs of your application. Aug 7, 2024 · Nice, an article behind a paywall as answer. Learn how to use Azure OpenAI's REST API. Nov 23, 2023 · Can I use Microsoft Azure Openai environment with Chatgpt to upload excel (or csv) files containing a column with questions and another column containing the answers and have the model trained on the data? Thanks Max Aug 6, 2024 · We are introducing Structured Outputs in the API—model outputs now reliably adhere to developer-supplied JSON Schemas. It details the integration architecture, embedding generation pipeline, caching s This video explains about how you can query your CSV data and get your questions answered using Azure OpenAI more Supported schemas and limitations Azure OpenAI structured outputs support the same subset of the JSON Schema as OpenAI. Azure Cognitive Search Indexing with C#: Efficiently creates an optimized search index tailored for my Excel data. Once we’ve indexed our data, we will use an agent as our orchestration framework to implement the retrieval and generation steps. Pay for the plan that best fits your needs. There are four models families available at the moment: GPT: Generative Pre-trained Transformers are powerful generative models which are best suited for understanding […] May 19, 2023 · To retrieve responses from Azure OpenAI’s completions service, we query our vector index. Oct 25, 2024 · Step 4. Azure OpenAI Service Access - For more details, see the Azure OpenAI Service documentation on how to get access. gpt-oss-20b matches or exceeds OpenAI o3‑mini on these same evals, despite its small size, even outperforming it on competition mathematics and health. Sep 11, 2023 · The feature is currently in preview. This must be understood, assessed, and approved in line with organisational and regulatory requirements. Jun 12, 2024 · Hello, everyone! In the fast-paced world of technology, using artificial intelligence to get more out of your data is becoming essential. Get entities, relationships & attributes in clean JSON with source grounding. But what if we want to interact with structured data? Apr 27, 2023 · To get a sense of how simple it is, let’s demonstrate the “Natural Language to SQL” example from Azure OpenAI’s playground. This phase encompasses six modules ( Jun 14, 2023 · This article briefly discusses different components used while building an application for querying Enterprise data utilizing Azure OpenAI services and Cognitive Search. 5-Turbo and GPT-4 on your data without needing to train or fine-tune models. While both ensure valid JSON is produced, only Structured Outputs ensure schema adherence. NET MAUI using Azure OpenAI and Microsoft Extensions to automate task planning and boost productivity. Jan 21, 2025 · I use azure OpenAI service with a gpt 4o deployment. Activate the SQL retrieval plug-in in Copilot Studio and map index fields to user-friendly terms. Jul 7, 2023 · The pattern of retrieving the data first, based on the query, from already indexed data in Azure Search and then using the data as the context for answering the questions, by GPT – 4, known as Retrieval Augmented Generation (RAG) pattern, is one learning that we can take from this quick walkthrough. 6 days ago · MCP Tool Trip Planning Azure OpenAI Service Natural Language Understanding Response Generation Azure AI Search Flight Data Index Hotel Data Index Travel Options Index Enterprise Data Sources Real-time Availability Pricing Information Microsoft Entra ID Authentication Authorization Least-Privilege Access Azure Container Apps MCP Server Hosting This cookbook serves as your practical guide to selecting, prompting, and deploying the right OpenAI model (between GPT 4. Foundry IQ is a centralized knowledge layer that connects agents to data with the next When you want to use your data to chat with an Azure OpenAI model, your data is chunked in a search index so that relevant data can be found based on user queries.

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