diff --git a/document-readers/pdf-reader/pom.xml b/document-readers/pdf-reader/pom.xml
index 661081dc8..7385df471 100644
--- a/document-readers/pdf-reader/pom.xml
+++ b/document-readers/pdf-reader/pom.xml
@@ -5,7 +5,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-pdf-document-reader</artifactId>
diff --git a/document-readers/tika-reader/pom.xml b/document-readers/tika-reader/pom.xml
index a47196745..5ca453c23 100644
--- a/document-readers/tika-reader/pom.xml
+++ b/document-readers/tika-reader/pom.xml
@@ -5,7 +5,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-tika-document-reader</artifactId>
diff --git a/models/spring-ai-azure-openai/pom.xml b/models/spring-ai-azure-openai/pom.xml
index 33af86b0e..f87ea44e0 100644
--- a/models/spring-ai-azure-openai/pom.xml
+++ b/models/spring-ai-azure-openai/pom.xml
@@ -4,7 +4,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-azure-openai</artifactId>
diff --git a/models/spring-ai-bedrock/pom.xml b/models/spring-ai-bedrock/pom.xml
index 0762a147c..b6263749a 100644
--- a/models/spring-ai-bedrock/pom.xml
+++ b/models/spring-ai-bedrock/pom.xml
@@ -5,7 +5,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-bedrock</artifactId>
diff --git a/models/spring-ai-huggingface/pom.xml b/models/spring-ai-huggingface/pom.xml
index 17d31f24c..67833fa6f 100644
--- a/models/spring-ai-huggingface/pom.xml
+++ b/models/spring-ai-huggingface/pom.xml
@@ -4,7 +4,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-huggingface</artifactId>
diff --git a/models/spring-ai-mistral-ai/pom.xml b/models/spring-ai-mistral-ai/pom.xml
index 07fd0e087..2af01832a 100644
--- a/models/spring-ai-mistral-ai/pom.xml
+++ b/models/spring-ai-mistral-ai/pom.xml
@@ -5,7 +5,7 @@
     <parent>
         <groupId>org.springframework.ai</groupId>
         <artifactId>spring-ai</artifactId>
-        <version>0.8.1-SNAPSHOT</version>
+        <version>0.8.1</version>
         <relativePath>../../pom.xml</relativePath>
     </parent>
     <artifactId>spring-ai-mistral-ai</artifactId>
diff --git a/models/spring-ai-ollama/pom.xml b/models/spring-ai-ollama/pom.xml
index e89a7d64c..dacf8f023 100644
--- a/models/spring-ai-ollama/pom.xml
+++ b/models/spring-ai-ollama/pom.xml
@@ -5,7 +5,7 @@
     <parent>
         <groupId>org.springframework.ai</groupId>
         <artifactId>spring-ai</artifactId>
-        <version>0.8.1-SNAPSHOT</version>
+        <version>0.8.1</version>
         <relativePath>../../pom.xml</relativePath>
     </parent>
 
diff --git a/models/spring-ai-openai/pom.xml b/models/spring-ai-openai/pom.xml
index 10be9e4c1..8ab00773c 100644
--- a/models/spring-ai-openai/pom.xml
+++ b/models/spring-ai-openai/pom.xml
@@ -4,7 +4,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-openai</artifactId>
diff --git a/models/spring-ai-postgresml/pom.xml b/models/spring-ai-postgresml/pom.xml
index 672e19620..5e3feff8f 100644
--- a/models/spring-ai-postgresml/pom.xml
+++ b/models/spring-ai-postgresml/pom.xml
@@ -5,7 +5,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-postgresml</artifactId>
diff --git a/models/spring-ai-stability-ai/pom.xml b/models/spring-ai-stability-ai/pom.xml
index b5180e6fa..2334eb766 100644
--- a/models/spring-ai-stability-ai/pom.xml
+++ b/models/spring-ai-stability-ai/pom.xml
@@ -5,7 +5,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-stability-ai</artifactId>
diff --git a/models/spring-ai-transformers/pom.xml b/models/spring-ai-transformers/pom.xml
index 9c6c8b955..0b8d27101 100644
--- a/models/spring-ai-transformers/pom.xml
+++ b/models/spring-ai-transformers/pom.xml
@@ -5,7 +5,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-transformers</artifactId>
diff --git a/models/spring-ai-vertex-ai-gemini/pom.xml b/models/spring-ai-vertex-ai-gemini/pom.xml
index a64b15303..29a4fb2ba 100644
--- a/models/spring-ai-vertex-ai-gemini/pom.xml
+++ b/models/spring-ai-vertex-ai-gemini/pom.xml
@@ -5,7 +5,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-vertex-ai-gemini</artifactId>
diff --git a/models/spring-ai-vertex-ai-palm2/pom.xml b/models/spring-ai-vertex-ai-palm2/pom.xml
index adb6d3ad5..7644cfda8 100644
--- a/models/spring-ai-vertex-ai-palm2/pom.xml
+++ b/models/spring-ai-vertex-ai-palm2/pom.xml
@@ -5,7 +5,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-vertex-ai-palm2</artifactId>
diff --git a/pom.xml b/pom.xml
index 5d2240f3d..eef8efaa8 100644
--- a/pom.xml
+++ b/pom.xml
@@ -4,7 +4,7 @@
 
 	<groupId>org.springframework.ai</groupId>
 	<artifactId>spring-ai</artifactId>
-	<version>0.8.1-SNAPSHOT</version>
+	<version>0.8.1</version>
 
 	<packaging>pom</packaging>
 	<url>https://github.com/spring-projects/spring-ai</url>
diff --git a/spring-ai-bom/pom.xml b/spring-ai-bom/pom.xml
index 32d678598..922025875 100644
--- a/spring-ai-bom/pom.xml
+++ b/spring-ai-bom/pom.xml
@@ -7,7 +7,7 @@
     <parent>
         <groupId>org.springframework.ai</groupId>
         <artifactId>spring-ai</artifactId>
-        <version>0.8.1-SNAPSHOT</version>
+        <version>0.8.1</version>
     </parent>
 
     <artifactId>spring-ai-bom</artifactId>
diff --git a/spring-ai-core/pom.xml b/spring-ai-core/pom.xml
index 15d79f0af..3ea9632a4 100644
--- a/spring-ai-core/pom.xml
+++ b/spring-ai-core/pom.xml
@@ -5,7 +5,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 	</parent>
 	<artifactId>spring-ai-core</artifactId>
 	<packaging>jar</packaging>
diff --git a/spring-ai-docs/pom.xml b/spring-ai-docs/pom.xml
index 4b360a28f..d33af1678 100644
--- a/spring-ai-docs/pom.xml
+++ b/spring-ai-docs/pom.xml
@@ -4,7 +4,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 	</parent>
     <artifactId>spring-ai-docs</artifactId>
     <name>Spring AI Docs</name>
diff --git a/spring-ai-retry/pom.xml b/spring-ai-retry/pom.xml
index 9c2327c90..56eec8a26 100644
--- a/spring-ai-retry/pom.xml
+++ b/spring-ai-retry/pom.xml
@@ -5,7 +5,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 	</parent>
 	<artifactId>spring-ai-retry</artifactId>
 	<packaging>jar</packaging>
diff --git a/spring-ai-spring-boot-autoconfigure/pom.xml b/spring-ai-spring-boot-autoconfigure/pom.xml
index 19161a088..bf6762c8b 100644
--- a/spring-ai-spring-boot-autoconfigure/pom.xml
+++ b/spring-ai-spring-boot-autoconfigure/pom.xml
@@ -5,7 +5,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 	</parent>
 	<artifactId>spring-ai-spring-boot-autoconfigure</artifactId>
 	<packaging>jar</packaging>
diff --git a/spring-ai-spring-boot-starters/spring-ai-starter-azure-openai/pom.xml b/spring-ai-spring-boot-starters/spring-ai-starter-azure-openai/pom.xml
index 033525f45..e3a577dc5 100644
--- a/spring-ai-spring-boot-starters/spring-ai-starter-azure-openai/pom.xml
+++ b/spring-ai-spring-boot-starters/spring-ai-starter-azure-openai/pom.xml
@@ -4,7 +4,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-azure-openai-spring-boot-starter</artifactId>
diff --git a/spring-ai-spring-boot-starters/spring-ai-starter-azure-store/pom.xml b/spring-ai-spring-boot-starters/spring-ai-starter-azure-store/pom.xml
index 15da3f869..b90c362ab 100644
--- a/spring-ai-spring-boot-starters/spring-ai-starter-azure-store/pom.xml
+++ b/spring-ai-spring-boot-starters/spring-ai-starter-azure-store/pom.xml
@@ -4,7 +4,7 @@
     <parent>
         <groupId>org.springframework.ai</groupId>
         <artifactId>spring-ai</artifactId>
-        <version>0.8.1-SNAPSHOT</version>
+        <version>0.8.1</version>
         <relativePath>../../pom.xml</relativePath>
     </parent>
     <artifactId>spring-ai-azure-vector-store-spring-boot-starter</artifactId>
diff --git a/spring-ai-spring-boot-starters/spring-ai-starter-bedrock-ai/pom.xml b/spring-ai-spring-boot-starters/spring-ai-starter-bedrock-ai/pom.xml
index 5165276c8..62376c9d2 100644
--- a/spring-ai-spring-boot-starters/spring-ai-starter-bedrock-ai/pom.xml
+++ b/spring-ai-spring-boot-starters/spring-ai-starter-bedrock-ai/pom.xml
@@ -5,7 +5,7 @@
     <parent>
         <groupId>org.springframework.ai</groupId>
         <artifactId>spring-ai</artifactId>
-        <version>0.8.1-SNAPSHOT</version>
+        <version>0.8.1</version>
         <relativePath>../../pom.xml</relativePath>
     </parent>
     <artifactId>spring-ai-bedrock-ai-spring-boot-starter</artifactId>
diff --git a/spring-ai-spring-boot-starters/spring-ai-starter-chroma-store/pom.xml b/spring-ai-spring-boot-starters/spring-ai-starter-chroma-store/pom.xml
index d22a25d59..01ed73c31 100644
--- a/spring-ai-spring-boot-starters/spring-ai-starter-chroma-store/pom.xml
+++ b/spring-ai-spring-boot-starters/spring-ai-starter-chroma-store/pom.xml
@@ -4,7 +4,7 @@
     <parent>
         <groupId>org.springframework.ai</groupId>
         <artifactId>spring-ai</artifactId>
-        <version>0.8.1-SNAPSHOT</version>
+        <version>0.8.1</version>
         <relativePath>../../pom.xml</relativePath>
     </parent>
     <artifactId>spring-ai-chroma-store-spring-boot-starter</artifactId>
diff --git a/spring-ai-spring-boot-starters/spring-ai-starter-milvus-store/pom.xml b/spring-ai-spring-boot-starters/spring-ai-starter-milvus-store/pom.xml
index eed7a8fea..c3f1afc32 100644
--- a/spring-ai-spring-boot-starters/spring-ai-starter-milvus-store/pom.xml
+++ b/spring-ai-spring-boot-starters/spring-ai-starter-milvus-store/pom.xml
@@ -4,7 +4,7 @@
     <parent>
         <groupId>org.springframework.ai</groupId>
         <artifactId>spring-ai</artifactId>
-        <version>0.8.1-SNAPSHOT</version>
+        <version>0.8.1</version>
         <relativePath>../../pom.xml</relativePath>
     </parent>
     <artifactId>spring-ai-milvus-store-spring-boot-starter</artifactId>
diff --git a/spring-ai-spring-boot-starters/spring-ai-starter-mistral-ai/pom.xml b/spring-ai-spring-boot-starters/spring-ai-starter-mistral-ai/pom.xml
index 632126b34..4d36d3b7f 100644
--- a/spring-ai-spring-boot-starters/spring-ai-starter-mistral-ai/pom.xml
+++ b/spring-ai-spring-boot-starters/spring-ai-starter-mistral-ai/pom.xml
@@ -4,7 +4,7 @@
     <parent>
         <groupId>org.springframework.ai</groupId>
         <artifactId>spring-ai</artifactId>
-        <version>0.8.1-SNAPSHOT</version>
+        <version>0.8.1</version>
         <relativePath>../../pom.xml</relativePath>
     </parent>
     <artifactId>spring-ai-mistral-ai-spring-boot-starter</artifactId>
diff --git a/spring-ai-spring-boot-starters/spring-ai-starter-neo4j-store/pom.xml b/spring-ai-spring-boot-starters/spring-ai-starter-neo4j-store/pom.xml
index aba068b13..7a1e8b8dd 100644
--- a/spring-ai-spring-boot-starters/spring-ai-starter-neo4j-store/pom.xml
+++ b/spring-ai-spring-boot-starters/spring-ai-starter-neo4j-store/pom.xml
@@ -4,7 +4,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-neo4j-store-spring-boot-starter</artifactId>
diff --git a/spring-ai-spring-boot-starters/spring-ai-starter-ollama/pom.xml b/spring-ai-spring-boot-starters/spring-ai-starter-ollama/pom.xml
index 0d14843d0..cebf0558f 100644
--- a/spring-ai-spring-boot-starters/spring-ai-starter-ollama/pom.xml
+++ b/spring-ai-spring-boot-starters/spring-ai-starter-ollama/pom.xml
@@ -4,7 +4,7 @@
     <parent>
         <groupId>org.springframework.ai</groupId>
         <artifactId>spring-ai</artifactId>
-        <version>0.8.1-SNAPSHOT</version>
+        <version>0.8.1</version>
         <relativePath>../../pom.xml</relativePath>
     </parent>
     <artifactId>spring-ai-ollama-spring-boot-starter</artifactId>
diff --git a/spring-ai-spring-boot-starters/spring-ai-starter-openai/pom.xml b/spring-ai-spring-boot-starters/spring-ai-starter-openai/pom.xml
index bf335d216..be6961e0c 100644
--- a/spring-ai-spring-boot-starters/spring-ai-starter-openai/pom.xml
+++ b/spring-ai-spring-boot-starters/spring-ai-starter-openai/pom.xml
@@ -4,7 +4,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-openai-spring-boot-starter</artifactId>
diff --git a/spring-ai-spring-boot-starters/spring-ai-starter-pgvector-store/pom.xml b/spring-ai-spring-boot-starters/spring-ai-starter-pgvector-store/pom.xml
index d1a8aaa23..56f5172fc 100644
--- a/spring-ai-spring-boot-starters/spring-ai-starter-pgvector-store/pom.xml
+++ b/spring-ai-spring-boot-starters/spring-ai-starter-pgvector-store/pom.xml
@@ -4,7 +4,7 @@
     <parent>
         <groupId>org.springframework.ai</groupId>
         <artifactId>spring-ai</artifactId>
-        <version>0.8.1-SNAPSHOT</version>
+        <version>0.8.1</version>
         <relativePath>../../pom.xml</relativePath>
     </parent>
     <artifactId>spring-ai-pgvector-store-spring-boot-starter</artifactId>
diff --git a/spring-ai-spring-boot-starters/spring-ai-starter-pinecone-store/pom.xml b/spring-ai-spring-boot-starters/spring-ai-starter-pinecone-store/pom.xml
index 9e9507bd2..ff2e241ce 100644
--- a/spring-ai-spring-boot-starters/spring-ai-starter-pinecone-store/pom.xml
+++ b/spring-ai-spring-boot-starters/spring-ai-starter-pinecone-store/pom.xml
@@ -4,7 +4,7 @@
     <parent>
         <groupId>org.springframework.ai</groupId>
         <artifactId>spring-ai</artifactId>
-        <version>0.8.1-SNAPSHOT</version>
+        <version>0.8.1</version>
         <relativePath>../../pom.xml</relativePath>
     </parent>
     <artifactId>spring-ai-pinecone-store-spring-boot-starter</artifactId>
diff --git a/spring-ai-spring-boot-starters/spring-ai-starter-postgresml-embedding/pom.xml b/spring-ai-spring-boot-starters/spring-ai-starter-postgresml-embedding/pom.xml
index 494c4a8a0..9c04c7e2f 100644
--- a/spring-ai-spring-boot-starters/spring-ai-starter-postgresml-embedding/pom.xml
+++ b/spring-ai-spring-boot-starters/spring-ai-starter-postgresml-embedding/pom.xml
@@ -4,7 +4,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-postgresml-spring-boot-starter</artifactId>
diff --git a/spring-ai-spring-boot-starters/spring-ai-starter-qdrant-store/pom.xml b/spring-ai-spring-boot-starters/spring-ai-starter-qdrant-store/pom.xml
index 561129c7e..aa5742a39 100644
--- a/spring-ai-spring-boot-starters/spring-ai-starter-qdrant-store/pom.xml
+++ b/spring-ai-spring-boot-starters/spring-ai-starter-qdrant-store/pom.xml
@@ -4,7 +4,7 @@
     <parent>
         <groupId>org.springframework.ai</groupId>
         <artifactId>spring-ai</artifactId>
-        <version>0.8.1-SNAPSHOT</version>
+        <version>0.8.1</version>
         <relativePath>../../pom.xml</relativePath>
     </parent>
     <artifactId>spring-ai-qdrant-store-spring-boot-starter</artifactId>
diff --git a/spring-ai-spring-boot-starters/spring-ai-starter-redis/pom.xml b/spring-ai-spring-boot-starters/spring-ai-starter-redis/pom.xml
index c9338d314..d9d35fad5 100644
--- a/spring-ai-spring-boot-starters/spring-ai-starter-redis/pom.xml
+++ b/spring-ai-spring-boot-starters/spring-ai-starter-redis/pom.xml
@@ -4,7 +4,7 @@
     <parent>
         <groupId>org.springframework.ai</groupId>
         <artifactId>spring-ai</artifactId>
-        <version>0.8.1-SNAPSHOT</version>
+        <version>0.8.1</version>
         <relativePath>../../pom.xml</relativePath>
     </parent>
     <artifactId>spring-ai-redis-spring-boot-starter</artifactId>
diff --git a/spring-ai-spring-boot-starters/spring-ai-starter-stability-ai/pom.xml b/spring-ai-spring-boot-starters/spring-ai-starter-stability-ai/pom.xml
index 070c5634a..7a9fb2d46 100644
--- a/spring-ai-spring-boot-starters/spring-ai-starter-stability-ai/pom.xml
+++ b/spring-ai-spring-boot-starters/spring-ai-starter-stability-ai/pom.xml
@@ -4,7 +4,7 @@
     <parent>
         <groupId>org.springframework.ai</groupId>
         <artifactId>spring-ai</artifactId>
-        <version>0.8.1-SNAPSHOT</version>
+        <version>0.8.1</version>
         <relativePath>../../pom.xml</relativePath>
     </parent>
     <artifactId>spring-ai-stability-ai-spring-boot-starter</artifactId>
diff --git a/spring-ai-spring-boot-starters/spring-ai-starter-transformers/pom.xml b/spring-ai-spring-boot-starters/spring-ai-starter-transformers/pom.xml
index 92d8d39a7..a388d2067 100644
--- a/spring-ai-spring-boot-starters/spring-ai-starter-transformers/pom.xml
+++ b/spring-ai-spring-boot-starters/spring-ai-starter-transformers/pom.xml
@@ -4,7 +4,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-transformers-spring-boot-starter</artifactId>
diff --git a/spring-ai-spring-boot-starters/spring-ai-starter-vertex-ai-gemini/pom.xml b/spring-ai-spring-boot-starters/spring-ai-starter-vertex-ai-gemini/pom.xml
index 5bec1e30d..e94a6e6cf 100644
--- a/spring-ai-spring-boot-starters/spring-ai-starter-vertex-ai-gemini/pom.xml
+++ b/spring-ai-spring-boot-starters/spring-ai-starter-vertex-ai-gemini/pom.xml
@@ -4,7 +4,7 @@
     <parent>
         <groupId>org.springframework.ai</groupId>
         <artifactId>spring-ai</artifactId>
-        <version>0.8.1-SNAPSHOT</version>
+        <version>0.8.1</version>
         <relativePath>../../pom.xml</relativePath>
     </parent>
     <artifactId>spring-ai-vertex-ai-gemini-spring-boot-starter</artifactId>
diff --git a/spring-ai-spring-boot-starters/spring-ai-starter-vertex-ai-palm2/pom.xml b/spring-ai-spring-boot-starters/spring-ai-starter-vertex-ai-palm2/pom.xml
index c19de4a88..12ecf49b7 100644
--- a/spring-ai-spring-boot-starters/spring-ai-starter-vertex-ai-palm2/pom.xml
+++ b/spring-ai-spring-boot-starters/spring-ai-starter-vertex-ai-palm2/pom.xml
@@ -4,7 +4,7 @@
     <parent>
         <groupId>org.springframework.ai</groupId>
         <artifactId>spring-ai</artifactId>
-        <version>0.8.1-SNAPSHOT</version>
+        <version>0.8.1</version>
         <relativePath>../../pom.xml</relativePath>
     </parent>
     <artifactId>spring-ai-vertex-ai-palm2-spring-boot-starter</artifactId>
diff --git a/spring-ai-spring-boot-starters/spring-ai-starter-weaviate-store/pom.xml b/spring-ai-spring-boot-starters/spring-ai-starter-weaviate-store/pom.xml
index 2867d458a..50da1a611 100644
--- a/spring-ai-spring-boot-starters/spring-ai-starter-weaviate-store/pom.xml
+++ b/spring-ai-spring-boot-starters/spring-ai-starter-weaviate-store/pom.xml
@@ -4,7 +4,7 @@
     <parent>
         <groupId>org.springframework.ai</groupId>
         <artifactId>spring-ai</artifactId>
-        <version>0.8.1-SNAPSHOT</version>
+        <version>0.8.1</version>
         <relativePath>../../pom.xml</relativePath>
     </parent>
     <artifactId>spring-ai-weaviate-store-spring-boot-starter</artifactId>
diff --git a/spring-ai-test/pom.xml b/spring-ai-test/pom.xml
index 3f42baadd..840c2e4f1 100644
--- a/spring-ai-test/pom.xml
+++ b/spring-ai-test/pom.xml
@@ -4,7 +4,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 	</parent>
 	<artifactId>spring-ai-test</artifactId>
 	<packaging>jar</packaging>
diff --git a/vector-stores/spring-ai-azure/pom.xml b/vector-stores/spring-ai-azure/pom.xml
index 5e2d75daa..ec1941ba2 100644
--- a/vector-stores/spring-ai-azure/pom.xml
+++ b/vector-stores/spring-ai-azure/pom.xml
@@ -5,7 +5,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-azure-vector-store</artifactId>
diff --git a/vector-stores/spring-ai-chroma/pom.xml b/vector-stores/spring-ai-chroma/pom.xml
index 9813cbf7c..b8db833c6 100644
--- a/vector-stores/spring-ai-chroma/pom.xml
+++ b/vector-stores/spring-ai-chroma/pom.xml
@@ -5,7 +5,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-chroma-store</artifactId>
diff --git a/vector-stores/spring-ai-milvus-store/pom.xml b/vector-stores/spring-ai-milvus-store/pom.xml
index cbf58bc40..2e3a4f886 100644
--- a/vector-stores/spring-ai-milvus-store/pom.xml
+++ b/vector-stores/spring-ai-milvus-store/pom.xml
@@ -5,7 +5,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-milvus-store</artifactId>
diff --git a/vector-stores/spring-ai-neo4j-store/pom.xml b/vector-stores/spring-ai-neo4j-store/pom.xml
index b4f028449..9a0df76f6 100644
--- a/vector-stores/spring-ai-neo4j-store/pom.xml
+++ b/vector-stores/spring-ai-neo4j-store/pom.xml
@@ -5,7 +5,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-neo4j-store</artifactId>
diff --git a/vector-stores/spring-ai-pgvector-store/pom.xml b/vector-stores/spring-ai-pgvector-store/pom.xml
index 5158886e2..350dc0578 100644
--- a/vector-stores/spring-ai-pgvector-store/pom.xml
+++ b/vector-stores/spring-ai-pgvector-store/pom.xml
@@ -5,7 +5,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-pgvector-store</artifactId>
diff --git a/vector-stores/spring-ai-pinecone/pom.xml b/vector-stores/spring-ai-pinecone/pom.xml
index a978d582c..3744cbc10 100644
--- a/vector-stores/spring-ai-pinecone/pom.xml
+++ b/vector-stores/spring-ai-pinecone/pom.xml
@@ -5,7 +5,7 @@
     <parent>
         <groupId>org.springframework.ai</groupId>
         <artifactId>spring-ai</artifactId>
-        <version>0.8.1-SNAPSHOT</version>
+        <version>0.8.1</version>
         <relativePath>../../pom.xml</relativePath>
     </parent>
     <artifactId>spring-ai-pinecone</artifactId>
diff --git a/vector-stores/spring-ai-qdrant/pom.xml b/vector-stores/spring-ai-qdrant/pom.xml
index d990790f6..8858ff5e7 100644
--- a/vector-stores/spring-ai-qdrant/pom.xml
+++ b/vector-stores/spring-ai-qdrant/pom.xml
@@ -5,7 +5,7 @@
     <parent>
         <groupId>org.springframework.ai</groupId>
         <artifactId>spring-ai</artifactId>
-        <version>0.8.1-SNAPSHOT</version>
+        <version>0.8.1</version>
         <relativePath>../../pom.xml</relativePath>
     </parent>
     <artifactId>spring-ai-qdrant</artifactId>
diff --git a/vector-stores/spring-ai-redis/pom.xml b/vector-stores/spring-ai-redis/pom.xml
index 1732e370d..1a0a2a078 100644
--- a/vector-stores/spring-ai-redis/pom.xml
+++ b/vector-stores/spring-ai-redis/pom.xml
@@ -5,7 +5,7 @@
 	<parent>
 		<groupId>org.springframework.ai</groupId>
 		<artifactId>spring-ai</artifactId>
-		<version>0.8.1-SNAPSHOT</version>
+		<version>0.8.1</version>
 		<relativePath>../../pom.xml</relativePath>
 	</parent>
 	<artifactId>spring-ai-redis</artifactId>
diff --git a/vector-stores/spring-ai-weaviate/pom.xml b/vector-stores/spring-ai-weaviate/pom.xml
index 5e64b1f31..b1bb7e427 100644
--- a/vector-stores/spring-ai-weaviate/pom.xml
+++ b/vector-stores/spring-ai-weaviate/pom.xml
@@ -5,7 +5,7 @@
     <parent>
         <groupId>org.springframework.ai</groupId>
         <artifactId>spring-ai</artifactId>
-        <version>0.8.1-SNAPSHOT</version>
+        <version>0.8.1</version>
         <relativePath>../../pom.xml</relativePath>
     </parent>
     <artifactId>spring-ai-weaviate-store</artifactId>