{"id":"1a370324-f543-492c-a5d6-d4d7e29e0d2f","shortId":"kBvqWa","kind":"skill","title":"azure-language-service","tagline":"Expert knowledge for Azure AI Language development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when building CLU apps, custom NER/classifi","description":"# Azure AI Language Skill\n\nThis skill provides expert guidance for Azure AI Language. Covers troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. It combines local quick-reference content with remote documentation fetching capabilities.\n\n## How to Use This Skill\n\n> **IMPORTANT for Agent**: Use the **Category Index** below to locate relevant sections. For categories with line ranges (e.g., `L35-L120`), use `read_file` with the specified lines. For categories with file links (e.g., `[security.md](security.md)`), use `read_file` on the linked reference file\n\n> **IMPORTANT for Agent**: If `metadata.generated_at` is more than 3 months old, suggest the user pull the latest version from the repository. If `mcp_microsoftdocs` tools are not available, suggest the user install it: [Installation Guide](https://github.com/MicrosoftDocs/mcp/blob/main/README.md)\n\nThis skill requires **network access** to fetch documentation content:\n- **Preferred**: Use `mcp_microsoftdocs:microsoft_docs_fetch` with query string `from=learn-agent-skill`. Returns Markdown.\n- **Fallback**: Use `fetch_webpage` with query string `from=learn-agent-skill&accept=text/markdown`. Returns Markdown.\n\n## Category Index\n\n| Category | Lines | Description |\n|----------|-------|-------------|\n| Troubleshooting | L37-L42 | Diagnosing and fixing common errors, low-accuracy results, and configuration issues in custom text classification and custom question answering projects in Azure AI Language. |\n| Best Practices | L43-L59 | Best practices for designing, labeling, and evaluating CLU, custom NER, text classification, and CQA projects, including multilingual handling, emojis, schemas, and autolabeling. |\n| Decision Making | L60-L69 | Guidance on choosing regions and resources, lifecycle policies, and migration paths from LUIS, QnA Maker, Text Analytics, and Language Studio to Azure Language and Microsoft Foundry |\n| Architecture & Design Patterns | L70-L76 | Architectural guidance for CLU and custom text classification: choosing CLU vs orchestration workflows, and designing regional backup, redundancy, and failover strategies. |\n| Limits & Quotas | L77-L95 | Limits, quotas, and language/region support for Azure AI Language features (CLU, NER, PII, key phrases, QnA), including data sizes, throughput, containers, and training job constraints. |\n| Security | L96-L105 | Security for Azure AI Language: encryption at rest, customer-managed keys, RBAC, managed identities, SAS tokens, and network isolation/Private Link for CQA resources. |\n| Configuration | L106-L136 | Configuring Azure AI Language projects and containers: CLU, custom NER, text classification, PII, CQA, sentiment, summarization, health, resources, formats, training, and evaluation. |\n| Integrations & Coding Patterns | L137-L167 | How to call Azure AI Language/CLU/Health/Summarization/CQA APIs and SDKs (sync/async), interpret JSON results, integrate with bots/Power Automate, and use custom NER/classification. |\n| Deployment | L168-L177 | How to deploy and run Azure AI Language models (custom classification, NER, QnA, key phrases, language detection) across regions, containers, AKS, and migrate projects/resources. |\n\n### Troubleshooting\n| Topic | URL |\n|-------|-----|\n| Resolve common issues in custom text classification | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-text-classification/faq |\n| Troubleshoot common issues in custom question answering | https://learn.microsoft.com/en-us/azure/ai-services/language-service/question-answering/how-to/troubleshooting |\n\n### Best Practices\n| Topic | URL |\n|-------|-----|\n| Handle multilingual and emoji offsets in Language | https://learn.microsoft.com/en-us/azure/ai-services/language-service/concepts/multilingual-emoji-support |\n| Apply CLU conversational design best practices | https://learn.microsoft.com/en-us/azure/ai-services/language-service/conversational-language-understanding/concepts/best-practices |\n| Implement multilingual CLU projects effectively | https://learn.microsoft.com/en-us/azure/ai-services/language-service/conversational-language-understanding/concepts/multiple-languages |\n| Design effective CLU project schemas | https://learn.microsoft.com/en-us/azure/ai-services/language-service/conversational-language-understanding/how-to/build-schema |\n| Tag and label utterances for CLU training | https://learn.microsoft.com/en-us/azure/ai-services/language-service/conversational-language-understanding/how-to/tag-utterances |\n| Interpret and stabilize CLU model evaluations | https://learn.microsoft.com/en-us/azure/ai-services/language-service/conversational-language-understanding/how-to/view-model-evaluation |\n| Prepare data and design schemas for custom NER | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-named-entity-recognition/how-to/design-schema |\n| Label data effectively for custom NER training | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-named-entity-recognition/how-to/tag-data |\n| Use autolabeling to accelerate custom NER annotation | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-named-entity-recognition/how-to/use-autolabeling |\n| Prepare data and design schemas for text classification | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-text-classification/how-to/design-schema |\n| Label data effectively for custom text classification | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-text-classification/how-to/tag-data |\n| Implement best practices for CQA project quality | https://learn.microsoft.com/en-us/azure/ai-services/language-service/question-answering/concepts/best-practices |\n| Apply project authoring best practices in CQA | https://learn.microsoft.com/en-us/azure/ai-services/language-service/question-answering/how-to/best-practices |\n\n### Decision Making\n| Topic | URL |\n|-------|-----|\n| Understand Azure Language model lifecycle policies | https://learn.microsoft.com/en-us/azure/ai-services/language-service/concepts/model-lifecycle |\n| Choose Azure regions for Language service features | https://learn.microsoft.com/en-us/azure/ai-services/language-service/concepts/regional-support |\n| Migrate Azure Language Studio projects to Microsoft Foundry | https://learn.microsoft.com/en-us/azure/ai-services/language-service/migration-studio-to-foundry |\n| Choose and manage Azure resources for CQA | https://learn.microsoft.com/en-us/azure/ai-services/language-service/question-answering/concepts/azure-resources |\n| Decide migration from LUIS and QnA Maker to Azure Language | https://learn.microsoft.com/en-us/azure/ai-services/language-service/reference/migrate |\n| Migrate Text Analytics apps to Azure Language API | https://learn.microsoft.com/en-us/azure/ai-services/language-service/reference/migrate-language-service-latest |\n\n### Architecture & Design Patterns\n| Topic | URL |\n|-------|-----|\n| Choose CLU vs orchestration workflow architecture | https://learn.microsoft.com/en-us/azure/ai-services/language-service/conversational-language-understanding/concepts/app-architecture |\n| Design CLU regional backup and failover | https://learn.microsoft.com/en-us/azure/ai-services/language-service/conversational-language-understanding/how-to/fail-over |\n| Design regional fail-over for custom text classification solutions | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-text-classification/fail-over |\n\n### Limits & Quotas\n| Topic | URL |\n|-------|-----|\n| Data size and rate limits for Azure Language features | https://learn.microsoft.com/en-us/azure/ai-services/language-service/concepts/data-limits |\n| Train and manage CLU model jobs and limits | https://learn.microsoft.com/en-us/azure/ai-services/language-service/conversational-language-understanding/how-to/train-model |\n| Apply CLU Docker container request limits | https://learn.microsoft.com/en-us/azure/ai-services/language-service/conversational-language-understanding/how-to/use-containers |\n| Apply CLU data, region, and throughput limits | https://learn.microsoft.com/en-us/azure/ai-services/language-service/conversational-language-understanding/service-limits |\n| Check language and region support for custom NER | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-named-entity-recognition/language-support |\n| Language support matrix for custom text classification | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-text-classification/language-support |\n| Review custom text classification data and rate limits | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-text-classification/service-limits |\n| Check language support for entity linking API | https://learn.microsoft.com/en-us/azure/ai-services/language-service/entity-linking/language-support |\n| Check language support for key phrase extraction | https://learn.microsoft.com/en-us/azure/ai-services/language-service/key-phrase-extraction/language-support |\n| Review language detection supported languages and codes | https://learn.microsoft.com/en-us/azure/ai-services/language-service/language-detection/language-support |\n| Review language support for Named Entity Recognition | https://learn.microsoft.com/en-us/azure/ai-services/language-service/named-entity-recognition/language-support |\n| Review orchestration workflow data and throughput limits | https://learn.microsoft.com/en-us/azure/ai-services/language-service/orchestration-workflow/service-limits |\n| Apply PII container per-call character and document limits | https://learn.microsoft.com/en-us/azure/ai-services/language-service/personally-identifiable-information/how-to/use-containers |\n| Check language support for Azure PII detection | https://learn.microsoft.com/en-us/azure/ai-services/language-service/personally-identifiable-information/language-support |\n| Custom question answering limits and boundaries | https://learn.microsoft.com/en-us/azure/ai-services/language-service/question-answering/concepts/limits |\n\n### Security\n| Topic | URL |\n|-------|-----|\n| Understand Language service data-at-rest encryption | https://learn.microsoft.com/en-us/azure/ai-services/language-service/concepts/encryption-data-at-rest |\n| Apply Azure RBAC to Azure Language resources | https://learn.microsoft.com/en-us/azure/ai-services/language-service/concepts/role-based-access-control |\n| Use managed identities for Language Blob access | https://learn.microsoft.com/en-us/azure/ai-services/language-service/native-document-support/managed-identities |\n| Create SAS tokens for Language Blob access | https://learn.microsoft.com/en-us/azure/ai-services/language-service/native-document-support/shared-access-signatures |\n| Configure data-at-rest encryption and CMK for CQA | https://learn.microsoft.com/en-us/azure/ai-services/language-service/question-answering/how-to/encrypt-data-at-rest |\n| Configure network isolation and Private Link for CQA | https://learn.microsoft.com/en-us/azure/ai-services/language-service/question-answering/how-to/network-isolation |\n\n### Configuration\n| Topic | URL |\n|-------|-----|\n| Configure Azure resources for CLU fine-tuning | https://learn.microsoft.com/en-us/azure/ai-services/language-service/concepts/configure-azure-resources |\n| Configure Azure Language service containers | https://learn.microsoft.com/en-us/azure/ai-services/language-service/concepts/configure-containers |\n| Format data correctly for CLU projects | https://learn.microsoft.com/en-us/azure/ai-services/language-service/conversational-language-understanding/concepts/data-formats |\n| Configure and use CLU None intent | https://learn.microsoft.com/en-us/azure/ai-services/language-service/conversational-language-understanding/concepts/none-intent |\n| Use CLU prebuilt entity components | https://learn.microsoft.com/en-us/azure/ai-services/language-service/conversational-language-understanding/prebuilt-component-reference |\n| Create custom NER projects and configure Azure resources | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-named-entity-recognition/how-to/create-project |\n| Configure and run Custom NER Docker containers on-premises | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-named-entity-recognition/how-to/use-containers |\n| Use required data formats for custom text classification | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-text-classification/concepts/data-formats |\n| Set up resources and create custom text classification projects | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-text-classification/how-to/create-project |\n| Configure and run training jobs for text classification models | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-text-classification/how-to/train-model |\n| View and interpret evaluation metrics for text classification models | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-text-classification/how-to/view-model-evaluation |\n| Map NER entity types and tags across API versions | https://learn.microsoft.com/en-us/azure/ai-services/language-service/named-entity-recognition/concepts/ga-preview-mapping |\n| Configure NER skill parameters and inference options | https://learn.microsoft.com/en-us/azure/ai-services/language-service/named-entity-recognition/how-to/skill-parameters |\n| Configure conversation PII detection for chats and transcripts | https://learn.microsoft.com/en-us/azure/ai-services/language-service/personally-identifiable-information/how-to/redact-conversation-pii |\n| Configure native document PII redaction with Azure Language | https://learn.microsoft.com/en-us/azure/ai-services/language-service/personally-identifiable-information/how-to/redact-document-pii |\n| Configure text PII detection and redaction in Azure Language | https://learn.microsoft.com/en-us/azure/ai-services/language-service/personally-identifiable-information/how-to/redact-text-pii |\n| Understand and configure confidence scores in CQA | https://learn.microsoft.com/en-us/azure/ai-services/language-service/question-answering/concepts/confidence-score |\n| Enable diagnostics and run analytics for CQA projects | https://learn.microsoft.com/en-us/azure/ai-services/language-service/question-answering/how-to/analytics |\n| Customize default answer behavior in CQA projects | https://learn.microsoft.com/en-us/azure/ai-services/language-service/question-answering/how-to/change-default-answer |\n| Add and configure chitchat personas in CQA | https://learn.microsoft.com/en-us/azure/ai-services/language-service/question-answering/how-to/chit-chat |\n| Configure Azure resources and permissions for CQA fine-tuning | https://learn.microsoft.com/en-us/azure/ai-services/language-service/question-answering/how-to/configure-azure-resources |\n| Configure smart URL refresh for CQA projects | https://learn.microsoft.com/en-us/azure/ai-services/language-service/question-answering/how-to/smart-url-refresh |\n| Use supported markdown formats in CQA answers | https://learn.microsoft.com/en-us/azure/ai-services/language-service/question-answering/reference/markdown-format |\n| Run Sentiment Analysis Docker containers | https://learn.microsoft.com/en-us/azure/ai-services/language-service/sentiment-opinion-mining/how-to/use-containers |\n| Run Summarization Docker containers on-premises | https://learn.microsoft.com/en-us/azure/ai-services/language-service/summarization/how-to/use-containers |\n| Configure Text Analytics for health containers | https://learn.microsoft.com/en-us/azure/ai-services/language-service/text-analytics-for-health/how-to/configure-containers |\n| Run Text Analytics for health containers | https://learn.microsoft.com/en-us/azure/ai-services/language-service/text-analytics-for-health/how-to/use-containers |\n\n### Integrations & Coding Patterns\n| Topic | URL |\n|-------|-----|\n| Integrate Azure Language SDK and REST APIs | https://learn.microsoft.com/en-us/azure/ai-services/language-service/concepts/developer-guide |\n| Use Azure Language features asynchronously | https://learn.microsoft.com/en-us/azure/ai-services/language-service/concepts/use-asynchronously |\n| Call CLU prediction APIs and SDKs | https://learn.microsoft.com/en-us/azure/ai-services/language-service/conversational-language-understanding/how-to/call-api |\n| Integrate CLU with Bot Framework SDK | https://learn.microsoft.com/en-us/azure/ai-services/language-service/conversational-language-understanding/tutorials/bot-framework |\n| Start building custom NER models via Foundry or REST | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-named-entity-recognition/quickstart |\n| Send prediction requests to custom text classification deployments | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-text-classification/how-to/call-api |\n| Call the entity linking API with correct parameters | https://learn.microsoft.com/en-us/azure/ai-services/language-service/entity-linking/how-to/call-api |\n| Call entity linking via SDKs and REST API | https://learn.microsoft.com/en-us/azure/ai-services/language-service/entity-linking/quickstart |\n| Call the key phrase extraction API correctly | https://learn.microsoft.com/en-us/azure/ai-services/language-service/key-phrase-extraction/how-to/call-api |\n| Use key phrase extraction via .NET client library | https://learn.microsoft.com/en-us/azure/ai-services/language-service/key-phrase-extraction/quickstart |\n| Call language detection API and interpret results | https://learn.microsoft.com/en-us/azure/ai-services/language-service/language-detection/how-to/call-api |\n| Implement language detection using SDKs and REST | https://learn.microsoft.com/en-us/azure/ai-services/language-service/language-detection/quickstart |\n| Call the NER API to extract named entities | https://learn.microsoft.com/en-us/azure/ai-services/language-service/named-entity-recognition/how-to-call |\n| Use the NER client library to extract entities | https://learn.microsoft.com/en-us/azure/ai-services/language-service/named-entity-recognition/quickstart |\n| Use Authoring API for custom question answering automation | https://learn.microsoft.com/en-us/azure/ai-services/language-service/question-answering/how-to/authoring |\n| Call the prebuilt CQA API for ad-hoc answering | https://learn.microsoft.com/en-us/azure/ai-services/language-service/question-answering/how-to/prebuilt |\n| Call Sentiment and Opinion Mining APIs | https://learn.microsoft.com/en-us/azure/ai-services/language-service/sentiment-opinion-mining/how-to/call-api |\n| Call Sentiment Analysis via SDK and REST | https://learn.microsoft.com/en-us/azure/ai-services/language-service/sentiment-opinion-mining/quickstart |\n| Call conversation summarization API for chats | https://learn.microsoft.com/en-us/azure/ai-services/language-service/summarization/how-to/conversation-summarization |\n| Summarize native documents via API | https://learn.microsoft.com/en-us/azure/ai-services/language-service/summarization/how-to/document-summarization |\n| Use extractive text summarization API | https://learn.microsoft.com/en-us/azure/ai-services/language-service/summarization/how-to/text-summarization |\n| Use Azure Summarization via SDK and REST | https://learn.microsoft.com/en-us/azure/ai-services/language-service/summarization/quickstart |\n| Enable FHIR structuring in health API output | https://learn.microsoft.com/en-us/azure/ai-services/language-service/text-analytics-for-health/concepts/fhir |\n| Interpret relation extraction JSON output | https://learn.microsoft.com/en-us/azure/ai-services/language-service/text-analytics-for-health/concepts/relation-extraction |\n| Call Text Analytics for health API | https://learn.microsoft.com/en-us/azure/ai-services/language-service/text-analytics-for-health/how-to/call-api |\n| Quickstart Text Analytics for health via SDK/REST | https://learn.microsoft.com/en-us/azure/ai-services/language-service/text-analytics-for-health/quickstart |\n| Use Azure Language in Power Automate flows | https://learn.microsoft.com/en-us/azure/ai-services/language-service/tutorials/power-automate |\n\n### Deployment\n| Topic | URL |\n|-------|-----|\n| Deploy custom language projects to multiple regions | https://learn.microsoft.com/en-us/azure/ai-services/language-service/concepts/custom-features/multi-region-deployment |\n| Deploy custom text classification models for prediction | https://learn.microsoft.com/en-us/azure/ai-services/language-service/custom-text-classification/how-to/deploy-model |\n| Run key phrase extraction in Docker containers on-premises | https://learn.microsoft.com/en-us/azure/ai-services/language-service/key-phrase-extraction/how-to/use-containers |\n| Deploy language detection with Docker containers on-premises | https://learn.microsoft.com/en-us/azure/ai-services/language-service/language-detection/how-to/use-containers |\n| Deploy NER with Docker containers on-premises | https://learn.microsoft.com/en-us/azure/ai-services/language-service/named-entity-recognition/how-to/use-containers |\n| Move custom question answering projects between resources | https://learn.microsoft.com/en-us/azure/ai-services/language-service/question-answering/how-to/migrate-knowledge-base |\n| Deploy Language containers to Azure Kubernetes Service | https://learn.microsoft.com/en-us/azure/ai-services/language-service/tutorials/use-kubernetes-service 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