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1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Solutions <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded 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class="octicon octicon-device-desktop"> <path d="M14.25 1c.966 0 1.75.784 1.75 1.75v7.5A1.75 1.75 0 0 1 14.25 12h-3.727c.099 1.041.52 1.872 1.292 2.757A.752.752 0 0 1 11.25 16h-6.5a.75.75 0 0 1-.565-1.243c.772-.885 1.192-1.716 1.292-2.757H1.75A1.75 1.75 0 0 1 0 10.25v-7.5C0 1.784.784 1 1.75 1ZM1.75 2.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25ZM9.018 12H6.982a5.72 5.72 0 0 1-.765 2.5h3.566a5.72 5.72 0 0 1-.765-2.5Z"></path> </svg> </template> <div class="position-relative"> <ul role="listbox" class="ActionListWrap QueryBuilder-ListWrap" aria-label="Suggestions" data-action=" combobox-commit:query-builder#comboboxCommit mousedown:query-builder#resultsMousedown " data-target="query-builder.resultsList" data-persist-list=false id="query-builder-test-results" ></ul> </div> <div class="FormControl-inlineValidation" id="validation-2c633c4f-9fbb-4e73-9bca-7431de4d9b0e" hidden="hidden"> <span class="FormControl-inlineValidation--visual"> 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itemprop=\"text\"\u003e\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n \u003cthead\u003e\n \u003ctr\u003e\n \u003cth\u003etitle\u003c/th\u003e\n \u003cth\u003etitleSuffix\u003c/th\u003e\n \u003cth\u003edescription\u003c/th\u003e\n \u003cth\u003emanager\u003c/th\u003e\n \u003cth\u003eauthor\u003c/th\u003e\n \u003cth\u003ems.author\u003c/th\u003e\n \u003cth\u003ems.service\u003c/th\u003e\n \u003cth\u003ems.topic\u003c/th\u003e\n \u003cth\u003ems.date\u003c/th\u003e\n \u003cth\u003ems.custom\u003c/th\u003e\n \u003cth\u003erecommendations\u003c/th\u003e\n \u003c/tr\u003e\n \u003c/thead\u003e\n \u003ctbody\u003e\n \u003ctr\u003e\n \u003ctd\u003e\u003cdiv dir=\"auto\"\u003eWhat is Azure OpenAI Service?\u003c/div\u003e\u003c/td\u003e\n \u003ctd\u003e\u003cdiv dir=\"auto\"\u003eAzure AI services\u003c/div\u003e\u003c/td\u003e\n \u003ctd\u003e\u003cdiv dir=\"auto\"\u003eApply advanced language models to variety of use cases with Azure OpenAI\u003c/div\u003e\u003c/td\u003e\n \u003ctd\u003e\u003cdiv dir=\"auto\"\u003enitinme\u003c/div\u003e\u003c/td\u003e\n \u003ctd\u003e\u003cdiv dir=\"auto\"\u003emrbullwinkle\u003c/div\u003e\u003c/td\u003e\n \u003ctd\u003e\u003cdiv dir=\"auto\"\u003embullwin\u003c/div\u003e\u003c/td\u003e\n \u003ctd\u003e\u003cdiv dir=\"auto\"\u003eazure-ai-openai\u003c/div\u003e\u003c/td\u003e\n \u003ctd\u003e\u003cdiv dir=\"auto\"\u003eoverview\u003c/div\u003e\u003c/td\u003e\n \u003ctd\u003e\u003cdiv dir=\"auto\"\u003e01/30/2025\u003c/div\u003e\u003c/td\u003e\n \u003ctd\u003e\u003cdiv dir=\"auto\"\u003ebuild-2023, build-2023-dataai\u003c/div\u003e\u003c/td\u003e\n \u003ctd\u003e\u003cdiv dir=\"auto\"\u003efalse\u003c/div\u003e\u003c/td\u003e\n \u003c/tr\u003e\n \u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch1 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eWhat is Azure OpenAI Service?\u003c/h1\u003e\u003ca id=\"user-content-what-is-azure-openai-service\" class=\"anchor\" aria-label=\"Permalink: What is Azure OpenAI Service?\" href=\"#what-is-azure-openai-service\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAzure OpenAI Service provides REST API access to OpenAI's powerful language models including o3-mini, o1, o1-mini, GPT-4o, GPT-4o mini, GPT-4 Turbo with Vision, GPT-4, GPT-3.5-Turbo, and Embeddings model series. These models can be easily adapted to your specific task including but not limited to content generation, summarization, image understanding, semantic search, and natural language to code translation. Users can access the service through REST APIs, \u003ca href=\"/MicrosoftDocs/azure-ai-docs/blob/main/azure/ai-services/openai/supported-languages\"\u003ePython/C#/JS/Java/Go SDKs\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eFeatures overview\u003c/h3\u003e\u003ca id=\"user-content-features-overview\" class=\"anchor\" aria-label=\"Permalink: Features overview\" href=\"#features-overview\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003eFeature\u003c/th\u003e\n\u003cth\u003eAzure OpenAI\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003eModels available\u003c/td\u003e\n\u003ctd\u003e\u003ca href=\"/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/how-to/reasoning.md\"\u003e\u003cstrong\u003eo3-mini \u0026amp; o1\u003c/strong\u003e\u003c/a\u003e - (Limited Access - \u003ca href=\"https://aka.ms/OAI/o1access\" rel=\"nofollow\"\u003e\u003cstrong\u003eRequest Access\u003c/strong\u003e\u003c/a\u003e)\u003cbr\u003e\u003ca href=\"/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/how-to/reasoning.md\"\u003e\u003cstrong\u003eo1-mini\u003c/strong\u003e\u003c/a\u003e\u003cbr\u003e\u003cstrong\u003eGPT-4o \u0026amp; GPT-4o mini\u003c/strong\u003e\u003cbr\u003e \u003cstrong\u003eGPT-4 series (including GPT-4 Turbo with Vision)\u003c/strong\u003e \u003cbr\u003e\u003cstrong\u003eGPT-3.5-Turbo series\u003c/strong\u003e\u003cbr\u003e Embeddings series \u003cbr\u003e Learn more in our \u003ca href=\"/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/concepts/models.md\"\u003eModels\u003c/a\u003e page.\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eFine-tuning\u003c/td\u003e\n\u003ctd\u003e\u003ccode\u003eGPT-4o-mini\u003c/code\u003e (preview) \u003cbr\u003e \u003ccode\u003eGPT-4\u003c/code\u003e (preview) \u003cbr\u003e\u003ccode\u003eGPT-3.5-Turbo\u003c/code\u003e (0613).\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePrice\u003c/td\u003e\n\u003ctd\u003e\u003ca href=\"https://azure.microsoft.com/pricing/details/cognitive-services/openai-service/\" rel=\"nofollow\"\u003eAvailable here\u003c/a\u003e \u003cbr\u003e For details on vision-enabled chat models, see the \u003ca href=\"/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/concepts/gpt-with-vision.md#special-pricing-information\"\u003especial pricing information\u003c/a\u003e.\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eVirtual network support \u0026amp; private link support\u003c/td\u003e\n\u003ctd\u003eYes.\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eManaged Identity\u003c/td\u003e\n\u003ctd\u003eYes, via Microsoft Entra ID\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eUI experience\u003c/td\u003e\n\u003ctd\u003e\u003ca href=\"https://portal.azure.com\" rel=\"nofollow\"\u003eAzure portal\u003c/a\u003e for account \u0026amp; resource management, \u003cbr\u003e \u003ca href=\"https://ai.azure.com\" rel=\"nofollow\"\u003eAzure AI Foundry\u003c/a\u003e for model exploration and fine-tuning\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eModel regional availability\u003c/td\u003e\n\u003ctd\u003e\u003ca href=\"/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/concepts/models.md\"\u003eModel availability\u003c/a\u003e\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eContent filtering\u003c/td\u003e\n\u003ctd\u003ePrompts and completions are evaluated against our content policy with automated systems. High severity content is filtered.\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eResponsible AI\u003c/h2\u003e\u003ca id=\"user-content-responsible-ai\" class=\"anchor\" aria-label=\"Permalink: Responsible AI\" href=\"#responsible-ai\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAt Microsoft, we're committed to the advancement of AI driven by principles that put people first. Generative models such as the ones available in Azure OpenAI have significant potential benefits, but without careful design and thoughtful mitigations, such models have the potential to generate incorrect or even harmful content. Microsoft has made significant investments to help guard against abuse and unintended harm, which includes incorporating Microsoft’s \u003ca href=\"https://www.microsoft.com/ai/responsible-ai?activetab=pivot1:primaryr6\" rel=\"nofollow\"\u003eprinciples for responsible AI use\u003c/a\u003e, adopting a \u003ca href=\"/MicrosoftDocs/azure-ai-docs/blob/main/legal/cognitive-services/openai/code-of-conduct?context=/azure/ai-services/openai/context/context\"\u003eCode of Conduct\u003c/a\u003e for use of the service, building \u003ca href=\"/MicrosoftDocs/azure-ai-docs/blob/main/azure/ai-services/content-safety/overview\"\u003econtent filters\u003c/a\u003e to support customers, and providing responsible AI \u003ca href=\"/MicrosoftDocs/azure-ai-docs/blob/main/legal/cognitive-services/openai/transparency-note?context=%2Fazure%2Fai-services%2Fopenai%2Fcontext%2Fcontext\u0026amp;tabs=image\"\u003einformation and guidance\u003c/a\u003e that customers should consider when using Azure OpenAI.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eGet started with Azure OpenAI Service\u003c/h2\u003e\u003ca id=\"user-content-get-started-with-azure-openai-service\" class=\"anchor\" aria-label=\"Permalink: Get started with Azure OpenAI Service\" href=\"#get-started-with-azure-openai-service\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTo get started with Azure OpenAI Service, you need to create an Azure OpenAI Service resource in your Azure subscription.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eStart with the \u003ca href=\"/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/how-to/create-resource.md\"\u003eCreate and deploy an Azure OpenAI Service resource\u003c/a\u003e guide.\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eYou can create a resource via Azure portal, Azure CLI, or Azure PowerShell.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eWhen you have an Azure OpenAI Service resource, you can deploy a model such as GPT-4o.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eWhen you have a deployed model, you can:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eTry out the Azure AI Foundry portal playgrounds to explore the capabilities of the models.\u003c/li\u003e\n\u003cli\u003eYou can also just start making API calls to the service using the REST API or SDKs.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eFor example, you can try \u003ca href=\"/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/realtime-audio-quickstart.md\"\u003ereal-time audio\u003c/a\u003e and \u003ca href=\"/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/assistants-quickstart.md\"\u003eassistants\u003c/a\u003e in the playgrounds or via code.\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"markdown-alert markdown-alert-note\" dir=\"auto\"\u003e\u003cp class=\"markdown-alert-title\" dir=\"auto\"\u003e\u003csvg class=\"octicon octicon-info mr-2\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"M0 8a8 8 0 1 1 16 0A8 8 0 0 1 0 8Zm8-6.5a6.5 6.5 0 1 0 0 13 6.5 6.5 0 0 0 0-13ZM6.5 7.75A.75.75 0 0 1 7.25 7h1a.75.75 0 0 1 .75.75v2.75h.25a.75.75 0 0 1 0 1.5h-2a.75.75 0 0 1 0-1.5h.25v-2h-.25a.75.75 0 0 1-.75-.75ZM8 6a1 1 0 1 1 0-2 1 1 0 0 1 0 2Z\"\u003e\u003c/path\u003e\u003c/svg\u003eNote\u003c/p\u003e\u003cp dir=\"auto\"\u003eA Limited Access registration form is required to access some Azure OpenAI Service models or features. Learn more on the \u003ca href=\"/MicrosoftDocs/azure-ai-docs/blob/main/legal/cognitive-services/openai/limited-access?context=/azure/ai-services/openai/context/context\"\u003eAzure OpenAI Limited Access page\u003c/a\u003e.\u003c/p\u003e\n\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eComparing Azure OpenAI and OpenAI\u003c/h2\u003e\u003ca id=\"user-content-comparing-azure-openai-and-openai\" class=\"anchor\" aria-label=\"Permalink: Comparing Azure OpenAI and OpenAI\" href=\"#comparing-azure-openai-and-openai\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAzure OpenAI Service gives customers advanced language AI with OpenAI GPT-4, GPT-3, Codex, DALL-E, Whisper, and text to speech models with the security and enterprise promise of Azure. Azure OpenAI co-develops the APIs with OpenAI, ensuring compatibility and a smooth transition from one to the other.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eWith Azure OpenAI, customers get the security capabilities of Microsoft Azure while running the same models as OpenAI. Azure OpenAI offers private networking, regional availability, and responsible AI content filtering.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eKey concepts\u003c/h2\u003e\u003ca id=\"user-content-key-concepts\" class=\"anchor\" aria-label=\"Permalink: Key concepts\" href=\"#key-concepts\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ePrompts \u0026amp; completions\u003c/h3\u003e\u003ca id=\"user-content-prompts--completions\" class=\"anchor\" aria-label=\"Permalink: Prompts \u0026amp; completions\" href=\"#prompts--completions\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe completions endpoint is the core component of the API service. This API provides access to the model's text-in, text-out interface. Users simply need to provide an input \u003cstrong\u003eprompt\u003c/strong\u003e containing the English text command, and the model generates a text \u003cstrong\u003ecompletion\u003c/strong\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eHere's an example of a simple prompt and completion:\u003c/p\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003ePrompt\u003c/strong\u003e:\n\u003ccode\u003e \"\"\" count to 5 in a for loop \"\"\" \u003c/code\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eCompletion\u003c/strong\u003e:\n\u003ccode\u003e for i in range(1, 6): print(i) \u003c/code\u003e\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eTokens\u003c/h3\u003e\u003ca id=\"user-content-tokens\" class=\"anchor\" aria-label=\"Permalink: Tokens\" href=\"#tokens\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eText tokens\u003c/h4\u003e\u003ca id=\"user-content-text-tokens\" class=\"anchor\" aria-label=\"Permalink: Text tokens\" href=\"#text-tokens\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAzure OpenAI processes text by breaking it down into tokens. Tokens can be words or just chunks of characters. For example, the word “hamburger” gets broken up into the tokens “ham”, “bur” and “ger”, while a short and common word like “pear” is a single token. Many tokens start with a whitespace, for example “ hello” and “ bye”.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe total number of tokens processed in a given request depends on the length of your input, output, and request parameters. The quantity of tokens being processed will also affect your response latency and throughput for the models.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch4 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eImage tokens\u003c/h4\u003e\u003ca id=\"user-content-image-tokens\" class=\"anchor\" aria-label=\"Permalink: Image tokens\" href=\"#image-tokens\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAzure OpenAI's image processing capabilities with GPT-4o, GPT-4o mini, and GPT-4 Turbo with Vision models uses image tokenization to determine the total number of tokens consumed by image inputs. The number of tokens consumed is calculated based on two main factors: the level of image detail (low or high) and the image’s dimensions. Here's how token costs are calculated:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eLow resolution mode\u003c/strong\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eLow detail allows the API to return faster responses for scenarios that don't require high image resolution analysis. The tokens consumed for low detail images are:\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eGPT-4o and GPT-4 Turbo with Vision\u003c/strong\u003e: Flat rate of \u003cstrong\u003e85 tokens per image\u003c/strong\u003e, regardless of size.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eGPT-4o mini\u003c/strong\u003e: Flat rate of \u003cstrong\u003e2833 tokens per image\u003c/strong\u003e, regardless of size.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eExample: 4096 x 8192 image (low detail)\u003c/strong\u003e: The cost is a fixed 85 tokens with GPT-4o, because it's a low detail image, and the size doesn't affect the cost in this mode.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eHigh resolution mode\u003c/strong\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eHigh detail allows the API to analyze images in more detail. Image tokens are calculated based on the image's dimensions. The calculation involves the following steps:\n\u003col dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eImage resizing\u003c/strong\u003e: The image is resized to fit within a 2048 x 2048 pixel square. If the shortest side is larger than 768 pixels, the image is further resized so that the shortest side is 768 pixels long. The aspect ratio is preserved during resizing.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eTile calculation\u003c/strong\u003e: Once resized, the image is divided into 512 x 512 pixel tiles. Any partial tiles are rounded up to a full tile. The number of tiles determines the total token cost.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eToken calculation\u003c/strong\u003e:\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eGPT-4o and GPT-4 Turbo with Vision\u003c/strong\u003e: Each 512 x 512 pixel tile costs \u003cstrong\u003e170 tokens\u003c/strong\u003e. An extra \u003cstrong\u003e85 base tokens\u003c/strong\u003e are added to the total.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eGPT-4o mini\u003c/strong\u003e: Each 512 x 512 pixel tile costs \u003cstrong\u003e5667 tokens\u003c/strong\u003e. An extra \u003cstrong\u003e2833 base tokens\u003c/strong\u003e are added to the total.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eExample: 2048 x 4096 image (high detail)\u003c/strong\u003e:\n\u003col dir=\"auto\"\u003e\n\u003cli\u003eThe image is initially resized to 1024 x 2048 pixels to fit within the 2048 x 2048 pixel square.\u003c/li\u003e\n\u003cli\u003eThe image is further resized to 768 x 1536 pixels to ensure the shortest side is a maximum of 768 pixels long.\u003c/li\u003e\n\u003cli\u003eThe image is divided into 2 x 3 tiles, each 512 x 512 pixels.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eFinal calculation\u003c/strong\u003e:\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eFor GPT-4o and GPT-4 Turbo with Vision, the total token cost is 6 tiles x 170 tokens per tile + 85 base tokens = 1105 tokens.\u003c/li\u003e\n\u003cli\u003eFor GPT-4o mini, the total token cost is 6 tiles x 5667 tokens per tile + 2833 base tokens = 36835 tokens.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eResources\u003c/h3\u003e\u003ca id=\"user-content-resources\" class=\"anchor\" aria-label=\"Permalink: Resources\" href=\"#resources\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAzure OpenAI is a new product offering on Azure. You can get started with Azure OpenAI the same way as any other Azure product where you \u003ca href=\"/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/how-to/create-resource.md\"\u003ecreate a resource\u003c/a\u003e, or instance of the service, in your Azure Subscription. You can read more about Azure's \u003ca href=\"/MicrosoftDocs/azure-ai-docs/blob/main/azure/azure-resource-manager/management/overview\"\u003eresource management design\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDeployments\u003c/h3\u003e\u003ca id=\"user-content-deployments\" class=\"anchor\" aria-label=\"Permalink: Deployments\" href=\"#deployments\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eOnce you create an Azure OpenAI Resource, you must deploy a model before you can start making API calls and generating text. This action can be done using the Deployment APIs. These APIs allow you to specify the model you wish to use.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ePrompt engineering\u003c/h3\u003e\u003ca id=\"user-content-prompt-engineering\" class=\"anchor\" aria-label=\"Permalink: Prompt engineering\" href=\"#prompt-engineering\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe GPT-3, GPT-3.5, and GPT-4 models from OpenAI are prompt-based. With prompt-based models, the user interacts with the model by entering a text prompt, to which the model responds with a text completion. This completion is the model’s continuation of the input text.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eWhile these models are powerful, their behavior is also sensitive to the prompt. This makes \u003ca href=\"/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/concepts/prompt-engineering.md\"\u003eprompt engineering\u003c/a\u003e an important skill to develop.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003ePrompt construction can be difficult. In practice, the prompt acts to configure the model weights to complete the desired task, but it's more of an art than a science, often requiring experience and intuition to craft a successful prompt.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eModels\u003c/h3\u003e\u003ca id=\"user-content-models\" class=\"anchor\" aria-label=\"Permalink: Models\" href=\"#models\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe service provides users access to several different models. Each model provides a different capability and price point.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe DALL-E models (some in preview; see \u003ca href=\"/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/concepts/models.md#dall-e\"\u003emodels\u003c/a\u003e) generate images from text prompts that the user provides.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe Whisper models can be used to transcribe and translate speech to text.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe text to speech models, currently in preview, can be used to synthesize text to speech.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eLearn more about each model on our \u003ca href=\"/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/concepts/models.md\"\u003emodels concept page\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eNext steps\u003c/h2\u003e\u003ca id=\"user-content-next-steps\" class=\"anchor\" aria-label=\"Permalink: Next steps\" href=\"#next-steps\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eLearn more about the \u003ca href=\"/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/concepts/models.md\"\u003eunderlying models that power Azure OpenAI\u003c/a\u003e.\u003c/p\u003e\n\u003c/article\u003e","renderedFileInfo":null,"shortPath":null,"symbolsEnabled":true,"tabSize":8,"topBannersInfo":{"overridingGlobalFundingFile":false,"globalPreferredFundingPath":null,"showInvalidCitationWarning":false,"citationHelpUrl":"https://docs.github.com/github/creating-cloning-and-archiving-repositories/creating-a-repository-on-github/about-citation-files","actionsOnboardingTip":null},"truncated":false,"viewable":true,"workflowRedirectUrl":null,"symbols":{"timed_out":false,"not_analyzed":false,"symbols":[{"name":"What is Azure OpenAI Service?","kind":"section_1","ident_start":354,"ident_end":383,"extent_start":352,"extent_end":10689,"fully_qualified_name":"What is Azure OpenAI 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style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path d="M8 9a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3ZM1.5 9a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Zm13 0a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path></svg></button></div></div></div></div><div></div></div><div class="Box-sc-g0xbh4-0 hGyMdv"><section aria-labelledby="file-name-id-wide file-name-id-mobile" class="Box-sc-g0xbh4-0 fGqKFv"><div class="Box-sc-g0xbh4-0 eoaCFS js-snippet-clipboard-copy-unpositioned undefined" data-hpc="true"><article class="markdown-body entry-content container-lg" itemprop="text"><markdown-accessiblity-table><table> <thead> <tr> <th>title</th> <th>titleSuffix</th> <th>description</th> <th>manager</th> <th>author</th> <th>ms.author</th> <th>ms.service</th> <th>ms.topic</th> <th>ms.date</th> <th>ms.custom</th> <th>recommendations</th> </tr> </thead> <tbody> <tr> <td><div dir="auto">What is Azure OpenAI Service?</div></td> <td><div dir="auto">Azure AI services</div></td> <td><div dir="auto">Apply advanced language models to variety of use cases with Azure OpenAI</div></td> <td><div dir="auto">nitinme</div></td> <td><div dir="auto">mrbullwinkle</div></td> <td><div dir="auto">mbullwin</div></td> <td><div dir="auto">azure-ai-openai</div></td> <td><div dir="auto">overview</div></td> <td><div dir="auto">01/30/2025</div></td> <td><div dir="auto">build-2023, build-2023-dataai</div></td> <td><div dir="auto">false</div></td> </tr> </tbody> </table></markdown-accessiblity-table> <div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">What is Azure OpenAI Service?</h1><a id="user-content-what-is-azure-openai-service" class="anchor" aria-label="Permalink: What is Azure OpenAI Service?" href="#what-is-azure-openai-service"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Azure OpenAI Service provides REST API access to OpenAI's powerful language models including o3-mini, o1, o1-mini, GPT-4o, GPT-4o mini, GPT-4 Turbo with Vision, GPT-4, GPT-3.5-Turbo, and Embeddings model series. These models can be easily adapted to your specific task including but not limited to content generation, summarization, image understanding, semantic search, and natural language to code translation. Users can access the service through REST APIs, <a href="/MicrosoftDocs/azure-ai-docs/blob/main/azure/ai-services/openai/supported-languages">Python/C#/JS/Java/Go SDKs</a>.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Features overview</h3><a id="user-content-features-overview" class="anchor" aria-label="Permalink: Features overview" href="#features-overview"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <markdown-accessiblity-table><table> <thead> <tr> <th>Feature</th> <th>Azure OpenAI</th> </tr> </thead> <tbody> <tr> <td>Models available</td> <td><a href="/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/how-to/reasoning.md"><strong>o3-mini & o1</strong></a> - (Limited Access - <a href="https://aka.ms/OAI/o1access" rel="nofollow"><strong>Request Access</strong></a>)<br><a href="/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/how-to/reasoning.md"><strong>o1-mini</strong></a><br><strong>GPT-4o & GPT-4o mini</strong><br> <strong>GPT-4 series (including GPT-4 Turbo with Vision)</strong> <br><strong>GPT-3.5-Turbo series</strong><br> Embeddings series <br> Learn more in our <a href="/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/concepts/models.md">Models</a> page.</td> </tr> <tr> <td>Fine-tuning</td> <td><code>GPT-4o-mini</code> (preview) <br> <code>GPT-4</code> (preview) <br><code>GPT-3.5-Turbo</code> (0613).</td> </tr> <tr> <td>Price</td> <td><a href="https://azure.microsoft.com/pricing/details/cognitive-services/openai-service/" rel="nofollow">Available here</a> <br> For details on vision-enabled chat models, see the <a href="/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/concepts/gpt-with-vision.md#special-pricing-information">special pricing information</a>.</td> </tr> <tr> <td>Virtual network support & private link support</td> <td>Yes.</td> </tr> <tr> <td>Managed Identity</td> <td>Yes, via Microsoft Entra ID</td> </tr> <tr> <td>UI experience</td> <td><a href="https://portal.azure.com" rel="nofollow">Azure portal</a> for account & resource management, <br> <a href="https://ai.azure.com" rel="nofollow">Azure AI Foundry</a> for model exploration and fine-tuning</td> </tr> <tr> <td>Model regional availability</td> <td><a href="/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/concepts/models.md">Model availability</a></td> </tr> <tr> <td>Content filtering</td> <td>Prompts and completions are evaluated against our content policy with automated systems. High severity content is filtered.</td> </tr> </tbody> </table></markdown-accessiblity-table> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Responsible AI</h2><a id="user-content-responsible-ai" class="anchor" aria-label="Permalink: Responsible AI" href="#responsible-ai"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">At Microsoft, we're committed to the advancement of AI driven by principles that put people first. Generative models such as the ones available in Azure OpenAI have significant potential benefits, but without careful design and thoughtful mitigations, such models have the potential to generate incorrect or even harmful content. Microsoft has made significant investments to help guard against abuse and unintended harm, which includes incorporating Microsoft’s <a href="https://www.microsoft.com/ai/responsible-ai?activetab=pivot1:primaryr6" rel="nofollow">principles for responsible AI use</a>, adopting a <a href="/MicrosoftDocs/azure-ai-docs/blob/main/legal/cognitive-services/openai/code-of-conduct?context=/azure/ai-services/openai/context/context">Code of Conduct</a> for use of the service, building <a href="/MicrosoftDocs/azure-ai-docs/blob/main/azure/ai-services/content-safety/overview">content filters</a> to support customers, and providing responsible AI <a href="/MicrosoftDocs/azure-ai-docs/blob/main/legal/cognitive-services/openai/transparency-note?context=%2Fazure%2Fai-services%2Fopenai%2Fcontext%2Fcontext&tabs=image">information and guidance</a> that customers should consider when using Azure OpenAI.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Get started with Azure OpenAI Service</h2><a id="user-content-get-started-with-azure-openai-service" class="anchor" aria-label="Permalink: Get started with Azure OpenAI Service" href="#get-started-with-azure-openai-service"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">To get started with Azure OpenAI Service, you need to create an Azure OpenAI Service resource in your Azure subscription.</p> <p dir="auto">Start with the <a href="/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/how-to/create-resource.md">Create and deploy an Azure OpenAI Service resource</a> guide.</p> <ol dir="auto"> <li> <p dir="auto">You can create a resource via Azure portal, Azure CLI, or Azure PowerShell.</p> </li> <li> <p dir="auto">When you have an Azure OpenAI Service resource, you can deploy a model such as GPT-4o.</p> </li> <li> <p dir="auto">When you have a deployed model, you can:</p> <ul dir="auto"> <li>Try out the Azure AI Foundry portal playgrounds to explore the capabilities of the models.</li> <li>You can also just start making API calls to the service using the REST API or SDKs.</li> </ul> <p dir="auto">For example, you can try <a href="/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/realtime-audio-quickstart.md">real-time audio</a> and <a href="/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/assistants-quickstart.md">assistants</a> in the playgrounds or via code.</p> </li> </ol> <div class="markdown-alert markdown-alert-note" dir="auto"><p class="markdown-alert-title" dir="auto"><svg class="octicon octicon-info mr-2" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="M0 8a8 8 0 1 1 16 0A8 8 0 0 1 0 8Zm8-6.5a6.5 6.5 0 1 0 0 13 6.5 6.5 0 0 0 0-13ZM6.5 7.75A.75.75 0 0 1 7.25 7h1a.75.75 0 0 1 .75.75v2.75h.25a.75.75 0 0 1 0 1.5h-2a.75.75 0 0 1 0-1.5h.25v-2h-.25a.75.75 0 0 1-.75-.75ZM8 6a1 1 0 1 1 0-2 1 1 0 0 1 0 2Z"></path></svg>Note</p><p dir="auto">A Limited Access registration form is required to access some Azure OpenAI Service models or features. Learn more on the <a href="/MicrosoftDocs/azure-ai-docs/blob/main/legal/cognitive-services/openai/limited-access?context=/azure/ai-services/openai/context/context">Azure OpenAI Limited Access page</a>.</p> </div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Comparing Azure OpenAI and OpenAI</h2><a id="user-content-comparing-azure-openai-and-openai" class="anchor" aria-label="Permalink: Comparing Azure OpenAI and OpenAI" href="#comparing-azure-openai-and-openai"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Azure OpenAI Service gives customers advanced language AI with OpenAI GPT-4, GPT-3, Codex, DALL-E, Whisper, and text to speech models with the security and enterprise promise of Azure. Azure OpenAI co-develops the APIs with OpenAI, ensuring compatibility and a smooth transition from one to the other.</p> <p dir="auto">With Azure OpenAI, customers get the security capabilities of Microsoft Azure while running the same models as OpenAI. Azure OpenAI offers private networking, regional availability, and responsible AI content filtering.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Key concepts</h2><a id="user-content-key-concepts" class="anchor" aria-label="Permalink: Key concepts" href="#key-concepts"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Prompts & completions</h3><a id="user-content-prompts--completions" class="anchor" aria-label="Permalink: Prompts & completions" href="#prompts--completions"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The completions endpoint is the core component of the API service. This API provides access to the model's text-in, text-out interface. Users simply need to provide an input <strong>prompt</strong> containing the English text command, and the model generates a text <strong>completion</strong>.</p> <p dir="auto">Here's an example of a simple prompt and completion:</p> <blockquote> <p dir="auto"><strong>Prompt</strong>: <code> """ count to 5 in a for loop """ </code></p> <p dir="auto"><strong>Completion</strong>: <code> for i in range(1, 6): print(i) </code></p> </blockquote> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Tokens</h3><a id="user-content-tokens" class="anchor" aria-label="Permalink: Tokens" href="#tokens"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Text tokens</h4><a id="user-content-text-tokens" class="anchor" aria-label="Permalink: Text tokens" href="#text-tokens"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Azure OpenAI processes text by breaking it down into tokens. Tokens can be words or just chunks of characters. For example, the word “hamburger” gets broken up into the tokens “ham”, “bur” and “ger”, while a short and common word like “pear” is a single token. Many tokens start with a whitespace, for example “ hello” and “ bye”.</p> <p dir="auto">The total number of tokens processed in a given request depends on the length of your input, output, and request parameters. The quantity of tokens being processed will also affect your response latency and throughput for the models.</p> <div class="markdown-heading" dir="auto"><h4 tabindex="-1" class="heading-element" dir="auto">Image tokens</h4><a id="user-content-image-tokens" class="anchor" aria-label="Permalink: Image tokens" href="#image-tokens"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Azure OpenAI's image processing capabilities with GPT-4o, GPT-4o mini, and GPT-4 Turbo with Vision models uses image tokenization to determine the total number of tokens consumed by image inputs. The number of tokens consumed is calculated based on two main factors: the level of image detail (low or high) and the image’s dimensions. Here's how token costs are calculated:</p> <ul dir="auto"> <li><strong>Low resolution mode</strong> <ul dir="auto"> <li>Low detail allows the API to return faster responses for scenarios that don't require high image resolution analysis. The tokens consumed for low detail images are: <ul dir="auto"> <li><strong>GPT-4o and GPT-4 Turbo with Vision</strong>: Flat rate of <strong>85 tokens per image</strong>, regardless of size.</li> <li><strong>GPT-4o mini</strong>: Flat rate of <strong>2833 tokens per image</strong>, regardless of size.</li> </ul> </li> <li><strong>Example: 4096 x 8192 image (low detail)</strong>: The cost is a fixed 85 tokens with GPT-4o, because it's a low detail image, and the size doesn't affect the cost in this mode.</li> </ul> </li> <li><strong>High resolution mode</strong> <ul dir="auto"> <li>High detail allows the API to analyze images in more detail. Image tokens are calculated based on the image's dimensions. The calculation involves the following steps: <ol dir="auto"> <li><strong>Image resizing</strong>: The image is resized to fit within a 2048 x 2048 pixel square. If the shortest side is larger than 768 pixels, the image is further resized so that the shortest side is 768 pixels long. The aspect ratio is preserved during resizing.</li> <li><strong>Tile calculation</strong>: Once resized, the image is divided into 512 x 512 pixel tiles. Any partial tiles are rounded up to a full tile. The number of tiles determines the total token cost.</li> <li><strong>Token calculation</strong>: <ul dir="auto"> <li><strong>GPT-4o and GPT-4 Turbo with Vision</strong>: Each 512 x 512 pixel tile costs <strong>170 tokens</strong>. An extra <strong>85 base tokens</strong> are added to the total.</li> <li><strong>GPT-4o mini</strong>: Each 512 x 512 pixel tile costs <strong>5667 tokens</strong>. An extra <strong>2833 base tokens</strong> are added to the total.</li> </ul> </li> </ol> </li> <li><strong>Example: 2048 x 4096 image (high detail)</strong>: <ol dir="auto"> <li>The image is initially resized to 1024 x 2048 pixels to fit within the 2048 x 2048 pixel square.</li> <li>The image is further resized to 768 x 1536 pixels to ensure the shortest side is a maximum of 768 pixels long.</li> <li>The image is divided into 2 x 3 tiles, each 512 x 512 pixels.</li> <li><strong>Final calculation</strong>: <ul dir="auto"> <li>For GPT-4o and GPT-4 Turbo with Vision, the total token cost is 6 tiles x 170 tokens per tile + 85 base tokens = 1105 tokens.</li> <li>For GPT-4o mini, the total token cost is 6 tiles x 5667 tokens per tile + 2833 base tokens = 36835 tokens.</li> </ul> </li> </ol> </li> </ul> </li> </ul> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Resources</h3><a id="user-content-resources" class="anchor" aria-label="Permalink: Resources" href="#resources"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Azure OpenAI is a new product offering on Azure. You can get started with Azure OpenAI the same way as any other Azure product where you <a href="/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/how-to/create-resource.md">create a resource</a>, or instance of the service, in your Azure Subscription. You can read more about Azure's <a href="/MicrosoftDocs/azure-ai-docs/blob/main/azure/azure-resource-manager/management/overview">resource management design</a>.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Deployments</h3><a id="user-content-deployments" class="anchor" aria-label="Permalink: Deployments" href="#deployments"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Once you create an Azure OpenAI Resource, you must deploy a model before you can start making API calls and generating text. This action can be done using the Deployment APIs. These APIs allow you to specify the model you wish to use.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Prompt engineering</h3><a id="user-content-prompt-engineering" class="anchor" aria-label="Permalink: Prompt engineering" href="#prompt-engineering"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The GPT-3, GPT-3.5, and GPT-4 models from OpenAI are prompt-based. With prompt-based models, the user interacts with the model by entering a text prompt, to which the model responds with a text completion. This completion is the model’s continuation of the input text.</p> <p dir="auto">While these models are powerful, their behavior is also sensitive to the prompt. This makes <a href="/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/concepts/prompt-engineering.md">prompt engineering</a> an important skill to develop.</p> <p dir="auto">Prompt construction can be difficult. In practice, the prompt acts to configure the model weights to complete the desired task, but it's more of an art than a science, often requiring experience and intuition to craft a successful prompt.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Models</h3><a id="user-content-models" class="anchor" aria-label="Permalink: Models" href="#models"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The service provides users access to several different models. Each model provides a different capability and price point.</p> <p dir="auto">The DALL-E models (some in preview; see <a href="/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/concepts/models.md#dall-e">models</a>) generate images from text prompts that the user provides.</p> <p dir="auto">The Whisper models can be used to transcribe and translate speech to text.</p> <p dir="auto">The text to speech models, currently in preview, can be used to synthesize text to speech.</p> <p dir="auto">Learn more about each model on our <a href="/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/concepts/models.md">models concept page</a>.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Next steps</h2><a id="user-content-next-steps" class="anchor" aria-label="Permalink: Next steps" href="#next-steps"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Learn more about the <a href="/MicrosoftDocs/azure-ai-docs/blob/main/articles/ai-services/openai/concepts/models.md">underlying models that power Azure OpenAI</a>.</p> </article></div><button hidden=""></button></section></div></div></div>   </div></div></div><div class="Box-sc-g0xbh4-0"></div></div></div></div></div><div id="find-result-marks-container" class="Box-sc-g0xbh4-0 cCoXib"></div><button hidden="" data-testid="" 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