diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/azure-cosmos-db.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/azure-cosmos-db.adoc
index 2e1cac5af1c..ad98d35af76 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/azure-cosmos-db.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/azure-cosmos-db.adoc
@@ -105,12 +105,12 @@ The following configuration properties are available for the Cosmos DB vector st
 |===
 | Property | Description
 
-| spring.ai.vectorstore.cosmosdb.databaseName | The name of the Cosmos DB database to use.
-| spring.ai.vectorstore.cosmosdb.containerName | The name of the Cosmos DB container to use.
-| spring.ai.vectorstore.cosmosdb.partitionKeyPath | The path for the partition key.
-| spring.ai.vectorstore.cosmosdb.metadataFields | Comma-separated list of metadata fields.
-| spring.ai.vectorstore.cosmosdb.vectorStoreThroughput | The throughput for the vector store.
-| spring.ai.vectorstore.cosmosdb.vectorDimensions | The number of dimensions for the vectors.
+| spring.ai.vectorstore.cosmosdb.database-name | The name of the Cosmos DB database to use.
+| spring.ai.vectorstore.cosmosdb.container-name | The name of the Cosmos DB container to use.
+| spring.ai.vectorstore.cosmosdb.partition-key-path | The path for the partition key.
+| spring.ai.vectorstore.cosmosdb.metadata-fields | Comma-separated list of metadata fields.
+| spring.ai.vectorstore.cosmosdb.vector-store-throughput | The throughput for the vector store.
+| spring.ai.vectorstore.cosmosdb.vector-dimensions | The number of dimensions for the vectors.
 | spring.ai.vectorstore.cosmosdb.endpoint | The endpoint for the Cosmos DB.
 | spring.ai.vectorstore.cosmosdb.key | The key for the Cosmos DB.
 |===
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/chroma.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/chroma.adoc
index 49cbdd1b5a3..65843a72a7d 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/chroma.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/chroma.adoc
@@ -79,7 +79,7 @@ spring.ai.vectorstore.chroma.collection-name=<your collection name>
 # Chroma Vector Store configuration properties
 
 # OpenAI API key if the OpenAI auto-configuration is used.
-spring.ai.openai.api.key=<OpenAI Api-key>
+spring.ai.openai.api-key=<OpenAI Api-key>
 ----
 
 Please have a look at the list of xref:#_configuration_properties[configuration parameters] for the vector store to learn about the default values and configuration options.
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/neo4j.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/neo4j.adoc
index 51cd2d94ff3..a16e36cdc74 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/neo4j.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/neo4j.adoc
@@ -62,7 +62,7 @@ spring.neo4j.uri=<uri_for_your_neo4j_instance>
 spring.neo4j.authentication.username=<your_username>
 spring.neo4j.authentication.password=<your_password>
 # API key if needed, e.g. OpenAI
-spring.ai.openai.api.key=<api-key>
+spring.ai.openai.api-key=<OpenAI Api-key>
 ----
 
 environment variables,
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/opensearch.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/opensearch.adoc
index 66e6e7dfefc..45336efd075 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/opensearch.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/opensearch.adoc
@@ -55,17 +55,17 @@ spring:
         uris: <opensearch instance URIs>
         username: <opensearch username>
         password: <opensearch password>
-        indexName: <opensearch index name>
-        mappingJson: <JSON mapping for opensearch index>
+        index-name: <opensearch index name>
+        mapping-json: <JSON mapping for opensearch index>
         aws:
           host: <aws opensearch host>
-          serviceName: <aws service name>
-          accessKey: <aws access key>
-          secretKey: <aws secret key>
+          service-name: <aws service name>
+          access-key: <aws access key>
+          secret-key: <aws secret key>
           region: <aws region>
 # API key if needed, e.g. OpenAI
     openai:
-      apiKey: <api-key>
+      api-key: <api-key>
 ----
 TIP: Check the list of xref:#_configuration_properties[configuration parameters] to learn about the default values and configuration options.
 
@@ -102,7 +102,7 @@ Then use the `spring.ai.vectorstore.opensearch.*` properties to configure the co
 
 === Amazon OpenSearch Service
 
-To enable Amazon OpenSearch Service., add the following dependency to your project's Maven `pom.xml` or Gradle `build.gradle` build files:
+To enable Amazon OpenSearch Service, add the following dependency to your project's Maven `pom.xml` or Gradle `build.gradle` build files:
 
 [tabs]
 ======
@@ -172,8 +172,8 @@ You can use the following properties in your Spring Boot configuration to custom
 |`spring.ai.vectorstore.opensearch.uris`| URIs of the OpenSearch cluster endpoints. | -
 |`spring.ai.vectorstore.opensearch.username`| Username for accessing the OpenSearch cluster. | -
 |`spring.ai.vectorstore.opensearch.password`| Password for the specified username. | -
-|`spring.ai.vectorstore.opensearch.indexName`| Name of the default index to be used within the OpenSearch cluster. | `spring-ai-document-index`
-|`spring.ai.vectorstore.opensearch.mappingJson`| JSON string defining the mapping for the index; specifies how documents and their
+|`spring.ai.vectorstore.opensearch.index-name`| Name of the default index to be used within the OpenSearch cluster. | `spring-ai-document-index`
+|`spring.ai.vectorstore.opensearch.mapping-json`| JSON string defining the mapping for the index; specifies how documents and their
 fields are stored and indexed. Refer link:https://opensearch.org/docs/latest/search-plugins/vector-search/[here] for some sample configurations |
 {
     "properties":{
@@ -184,9 +184,9 @@ fields are stored and indexed. Refer link:https://opensearch.org/docs/latest/sea
     }
 }
 |`spring.ai.vectorstore.opensearch.aws.host`| Hostname of the OpenSearch instance. | -
-|`spring.ai.vectorstore.opensearch.aws.serviceName`| AWS service name for the OpenSearch instance. | -
-|`spring.ai.vectorstore.opensearch.aws.accessKey`| AWS access key for the OpenSearch instance. | -
-|`spring.ai.vectorstore.opensearch.aws.secretKey`| AWS secret key for the OpenSearch instance. | -
+|`spring.ai.vectorstore.opensearch.aws.service-name`| AWS service name for the OpenSearch instance. | -
+|`spring.ai.vectorstore.opensearch.aws.access-key`| AWS access key for the OpenSearch instance. | -
+|`spring.ai.vectorstore.opensearch.aws.secret-key`| AWS secret key for the OpenSearch instance. | -
 |`spring.ai.vectorstore.opensearch.aws.region`| AWS region for the OpenSearch instance. | -
 |===
 
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/pinecone.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/pinecone.adoc
index 45f5a9253b1..1d0d7568c4b 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/pinecone.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/pinecone.adoc
@@ -74,7 +74,7 @@ spring.ai.vectorstore.pinecone.projectId=<your project id>
 spring.ai.vectorstore.pinecone.index-name=<your index name>
 
 # API key if needed, e.g. OpenAI
-spring.ai.openai.api.key=<api-key>
+spring.ai.openai.api-key=<OpenAI Api-key>
 ----
 
 Please have a look at the list of xref:#_configuration_properties[configuration parameters] for the vector store to learn about the default values and configuration options.
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/qdrant.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/qdrant.adoc
index 6df3e7ee1ed..56d52f53493 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/qdrant.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/qdrant.adoc
@@ -76,7 +76,7 @@ spring.ai.vectorstore.qdrant.api-key=<your api key>
 spring.ai.vectorstore.qdrant.collection-name=<The name of the collection to use in Qdrant>
 
 # API key if needed, e.g. OpenAI
-spring.ai.openai.api.key=<api-key>
+spring.ai.openai.api-key=<OpenAI Api-key>
 ----
 
 TIP: Check the list of xref:#qdrant-vectorstore-properties[configuration parameters] to learn about the default values and configuration options.
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/redis.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/redis.adoc
index cd6337ba78d..a6d00dfbeec 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/redis.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/redis.adoc
@@ -74,7 +74,7 @@ spring.ai.vectorstore.redis.index=<your index name>
 spring.ai.vectorstore.redis.prefix=<your prefix>
 
 # API key if needed, e.g. OpenAI
-spring.ai.openai.api.key=<api-key>
+spring.ai.openai.api-key=<OpenAI Api-key>
 ----
 
 Please have a look at the list of xref:#_configuration_properties[configuration parameters] for the vector store to learn about the default values and configuration options.
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/weaviate.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/weaviate.adoc
index 5c1ce1be0fc..2fe25d24e30 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/weaviate.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/weaviate.adoc
@@ -80,7 +80,7 @@ spring.ai.vectorstore.weaviate.api-key=<your api key>
 spring.ai.vectorstore.weaviate.scheme=http
 
 # API key if needed, e.g. OpenAI
-spring.ai.openai.api.key=<api-key>
+spring.ai.openai.api-key=<OpenAI Api-key>
 ----
 
 TIP: Check the list of xref:#weaviate-vectorstore-properties[configuration parameters] to learn about the default values and configuration options.