Clarification on India-Only Data Residency for Azure OpenAI, Embeddings, and Azure AI Document Intelligence

Nitesh Sakhiya 25 Reputation points
2025-12-16T08:54:25.1466667+00:00

Hello Azure Community,

We are currently evaluating Azure services for an enterprise insurance platform that serves Indian customers with strict data residency requirements. Our customer requires a clear confirmation that data must not leave India at any stage of processing, including document ingestion, embeddings, and LLM inference. We would appreciate your clarification on the following points so we can finalize and update our architecture.1. Azure OpenAI – LLM Inference in India We plan to use Azure OpenAI models (for example, GPT-4.1 and GPT-4.1-mini) for policy-related question answering. Could you please confirm:

  • Whether Azure OpenAI supports LLM inference fully within India, when an Azure OpenAI resource is deployed in an India region.
  • Whether there are any scenarios where:
    • Requests are routed to another region, or
      • Inference is executed outside India due to capacity, fallback, or internal routing.
      • If India-only inference is possible, do you provide:
        • A written guarantee or contractual clause confirming that prompts, retrieved context, and outputs remain within India?
          • Any documentation that explicitly states this behavior?
  1. Embedding Models – India-Only Processing We also generate embeddings for:
  • Policy document chunks
  • User queries

Our requirement is that text used for embeddings must not leave India. Could you please clarify:

  • Whether Azure OpenAI embedding models (or any Azure embedding services) can guarantee that:
    • Embedding generation happens entirely within India, and
      • No input text is processed outside the India region.
      • If not guaranteed by default:
        • Are there specific configurations, SKUs, or contracts that enforce India-only embedding inference?
  1. Azure AI Document Intelligence – Data Residency We plan to use Azure AI Document Intelligence (formerly Form Recognizer) for document ingestion and extraction (PDFs, scanned documents, tables). Please confirm:
  • If an Azure AI Document Intelligence resource is created in an India region, does Microsoft guarantee that:
    • Document content,
      • Extracted text,
        • Intermediate processing, and
          • Temporary storage

          all remain within the India region.

  • Whether there is any cross-region processing or storage involved under normal or exceptional conditions.
  • If there is any official documentation or contractual assurance covering this behavior.

We are looking for explicit confirmation or documentation on the above points to finalize our architecture.

Thank you in advance for your support.
Best regards.

Azure OpenAI in Foundry Models
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  1. AI answer

    2025-12-16T08:54:41.0966667+00:00
    1. Azure OpenAI – LLM Inference in India: Microsoft provides strong commitments regarding data residency. When an Azure OpenAI resource is deployed in an India region, it is designed to keep data within that region. However, specific guarantees about routing or inference execution outside India due to capacity or fallback scenarios are not explicitly detailed in the available context. It is advisable to consult with Microsoft for any contractual clauses or documentation that confirm these behaviors.
    2. Embedding Models – India-Only Processing: Similar to LLM inference, Azure OpenAI embedding models are expected to process data within the specified region when deployed in India. However, the context does not provide explicit guarantees regarding embedding generation occurring entirely within India or whether specific configurations are needed to enforce this.
    3. Azure AI Document Intelligence – Data Residency: If an Azure AI Document Intelligence resource is created in an India region, Microsoft aims to ensure that document content, extracted text, intermediate processing, and temporary storage remain within the India region. Again, the context does not specify any cross-region processing or storage under normal or exceptional conditions, nor does it provide documentation or contractual assurance covering this behavior.

    For explicit confirmations and detailed contractual assurances, it is recommended to reach out directly to Microsoft support or your account representative to ensure compliance with your data residency requirements.

    AI-generated content may be incorrect. Read our transparency notes for more information.

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