diff --git a/docs/docs/module_guides/storing/vector_stores.md b/docs/docs/module_guides/storing/vector_stores.md
index 8598f3dc831a108bca48a22e835a951ccc7c0dab..d852c9014e7fdd295efc8f036d32d6d599317ca2 100644
--- a/docs/docs/module_guides/storing/vector_stores.md
+++ b/docs/docs/module_guides/storing/vector_stores.md
@@ -17,7 +17,7 @@ We are actively adding more integrations and improving feature coverage for each
 | ------------------------ | ----------------------- | ------------------ | ------------- | ------ | --------------- | ----- |
 | Apache CassandraÂ®       | self-hosted / cloud     | âœ“                  |               | âœ“      | âœ“               |       |
 | Astra DB                 | cloud                   | âœ“                  |               | âœ“      | âœ“               |       |
-| Azure Cognitive Search   | cloud                   |                    | âœ“             | âœ“      | âœ“               |       |
+| Azure AI Search          | cloud                   | âœ“                  | âœ“             | âœ“      | âœ“               |       |
 | Azure CosmosDB MongoDB   | cloud                   |                    |               | âœ“      | âœ“               |       |
 | BaiduVectorDB            | cloud                   | âœ“                  | âœ“             |        | âœ“               |       |
 | ChatGPT Retrieval Plugin | aggregator              |                    |               | âœ“      | âœ“               |       |