diff --git a/tutorial/markdown/java/spring-ai.md b/tutorial/markdown/java/spring-ai.md
index 2d876af..48c162f 100644
--- a/tutorial/markdown/java/spring-ai.md
+++ b/tutorial/markdown/java/spring-ai.md
@@ -56,7 +56,7 @@ Spring AI brings several benefits to Java developers:
 
 
 ## Couchbase Embedding Store 
-Couchbase spring-ai integration stores each embedding in a separate document and uses an FTS vector index to perform
+Couchbase spring-ai integration stores each embedding in a separate document and uses an Search Vector Index to perform
 queries against stored vectors.
 - [Couchbase Integration with Spring AI Documentation](https://docs.spring.io/spring-ai/reference/api/vectordbs/couchbase.html)
 
@@ -160,10 +160,10 @@ The application uses `CouchbaseSearchVectorStore`, which:
 - Maintains metadata alongside vector embeddings
 
 ### Vector Index
-The embedding store uses an FTS vector index in order to perform vector similarity lookups. If provided with a name for
+The embedding store uses a Search Vector Index in order to perform vector similarity lookups. If provided with a name for
 vector index that does not exist on the cluster, the store will attempt to create a new index with default
 configuration based on the provided initialization settings. It is recommended to manually review the settings for the
-created index and adjust them according to specific use cases. More information about vector search and FTS index 
+created index and adjust them according to specific use cases. More information about Search Vector Index 
 configuration can be found at [Couchbase Documentation](https://docs.couchbase.com/server/current/vector-search/vector-search.html).
 
 ### Controller Class (`Controller.java`)
@@ -225,6 +225,6 @@ In order to run this application, use the following command:
 ## Resources
 
 - [Spring AI Documentation](https://docs.spring.io/spring-ai/reference/index.html)
-- [Couchbase Vector Search](https://docs.couchbase.com/server/current/fts/vector-search.html)
+- [Couchbase Vector Search](https://docs.couchbase.com/server/current/vector-search/vector-search.html)
 - [OpenAI Embeddings Documentation](https://platform.openai.com/docs/guides/embeddings)
-- [Spring Boot Documentation](https://docs.spring.io/spring-boot/docs/current/reference/html/)
\ No newline at end of file
+- [Spring Boot Documentation](https://docs.spring.io/spring-boot/docs/current/reference/html/)