diff --git a/models/spring-ai-openai/src/test/java/org/springframework/ai/openai/transformer/MetadataTransformerIT.java b/models/spring-ai-openai/src/test/java/org/springframework/ai/openai/transformer/MetadataTransformerIT.java
index d840cf6a791..66a8d3d8eda 100644
--- a/models/spring-ai-openai/src/test/java/org/springframework/ai/openai/transformer/MetadataTransformerIT.java
+++ b/models/spring-ai-openai/src/test/java/org/springframework/ai/openai/transformer/MetadataTransformerIT.java
@@ -22,6 +22,7 @@
 import java.util.Map;
 
 import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.condition.EnabledIfEnvironmentVariable;
 
 import org.springframework.ai.document.DefaultContentFormatter;
 import org.springframework.ai.document.Document;
@@ -43,6 +44,7 @@
  * @author Christian Tzolov
  */
 @SpringBootTest
+@EnabledIfEnvironmentVariable(named = "OPENAI_API_KEY", matches = ".+")
 public class MetadataTransformerIT {
 
 	@Autowired
diff --git a/models/spring-ai-openai/src/test/java/org/springframework/ai/openai/vectorstore/SimplePersistentVectorStoreIT.java b/models/spring-ai-openai/src/test/java/org/springframework/ai/openai/vectorstore/SimplePersistentVectorStoreIT.java
index f58063ccd27..4898e4a68d6 100644
--- a/models/spring-ai-openai/src/test/java/org/springframework/ai/openai/vectorstore/SimplePersistentVectorStoreIT.java
+++ b/models/spring-ai-openai/src/test/java/org/springframework/ai/openai/vectorstore/SimplePersistentVectorStoreIT.java
@@ -22,6 +22,7 @@
 import java.util.Map;
 
 import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.condition.EnabledIfEnvironmentVariable;
 import org.junit.jupiter.api.io.CleanupMode;
 import org.junit.jupiter.api.io.TempDir;
 
@@ -38,6 +39,7 @@
 import static org.assertj.core.api.Assertions.assertThat;
 
 @SpringBootTest
+@EnabledIfEnvironmentVariable(named = "OPENAI_API_KEY", matches = ".+")
 public class SimplePersistentVectorStoreIT {
 
 	@TempDir(cleanup = CleanupMode.ON_SUCCESS)
diff --git a/spring-ai-spring-boot-testcontainers/src/test/java/org/springframework/ai/testcontainers/service/connection/mongo/MongoDbAtlasLocalContainerConnectionDetailsFactoryIt.java b/spring-ai-spring-boot-testcontainers/src/test/java/org/springframework/ai/testcontainers/service/connection/mongo/MongoDbAtlasLocalContainerConnectionDetailsFactoryIt.java
index 1f05b5d0aca..a6ce317ed67 100644
--- a/spring-ai-spring-boot-testcontainers/src/test/java/org/springframework/ai/testcontainers/service/connection/mongo/MongoDbAtlasLocalContainerConnectionDetailsFactoryIt.java
+++ b/spring-ai-spring-boot-testcontainers/src/test/java/org/springframework/ai/testcontainers/service/connection/mongo/MongoDbAtlasLocalContainerConnectionDetailsFactoryIt.java
@@ -21,6 +21,7 @@
 import java.util.stream.Collectors;
 
 import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.condition.EnabledIfEnvironmentVariable;
 import org.testcontainers.junit.jupiter.Container;
 import org.testcontainers.junit.jupiter.Testcontainers;
 import org.testcontainers.mongodb.MongoDBAtlasLocalContainer;
@@ -50,6 +51,7 @@
 		"spring.ai.vectorstore.mongodb.initialize-schema=true",
 		"spring.ai.vectorstore.mongodb.collection-name=test_collection",
 		"spring.ai.vectorstore.mongodb.index-name=text_index" })
+@EnabledIfEnvironmentVariable(named = "OPENAI_API_KEY", matches = ".+")
 class MongoDbAtlasLocalContainerConnectionDetailsFactoryIT {
 
 	@Container
diff --git a/vector-stores/spring-ai-chroma-store/src/test/java/org/springframework/ai/vectorstore/BasicAuthChromaWhereIT.java b/vector-stores/spring-ai-chroma-store/src/test/java/org/springframework/ai/vectorstore/BasicAuthChromaWhereIT.java
index 4c748dabb9a..d9cbc560d9f 100644
--- a/vector-stores/spring-ai-chroma-store/src/test/java/org/springframework/ai/vectorstore/BasicAuthChromaWhereIT.java
+++ b/vector-stores/spring-ai-chroma-store/src/test/java/org/springframework/ai/vectorstore/BasicAuthChromaWhereIT.java
@@ -20,6 +20,7 @@
 import java.util.Map;
 
 import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.condition.EnabledIfEnvironmentVariable;
 import org.testcontainers.chromadb.ChromaDBContainer;
 import org.testcontainers.junit.jupiter.Container;
 import org.testcontainers.junit.jupiter.Testcontainers;
@@ -51,6 +52,7 @@
  * @author Thomas Vitale
  */
 @Testcontainers
+@EnabledIfEnvironmentVariable(named = "OPENAI_API_KEY", matches = ".+")
 public class BasicAuthChromaWhereIT {
 
 	/**
diff --git a/vector-stores/spring-ai-chroma-store/src/test/java/org/springframework/ai/vectorstore/ChromaVectorStoreIT.java b/vector-stores/spring-ai-chroma-store/src/test/java/org/springframework/ai/vectorstore/ChromaVectorStoreIT.java
index ec099430cff..966eb06baf2 100644
--- a/vector-stores/spring-ai-chroma-store/src/test/java/org/springframework/ai/vectorstore/ChromaVectorStoreIT.java
+++ b/vector-stores/spring-ai-chroma-store/src/test/java/org/springframework/ai/vectorstore/ChromaVectorStoreIT.java
@@ -22,6 +22,7 @@
 import java.util.UUID;
 
 import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.condition.EnabledIfEnvironmentVariable;
 import org.testcontainers.chromadb.ChromaDBContainer;
 import org.testcontainers.junit.jupiter.Container;
 import org.testcontainers.junit.jupiter.Testcontainers;
@@ -46,6 +47,7 @@
  * @author Thomas Vitale
  */
 @Testcontainers
+@EnabledIfEnvironmentVariable(named = "OPENAI_API_KEY", matches = ".+")
 public class ChromaVectorStoreIT {
 
 	@Container
diff --git a/vector-stores/spring-ai-chroma-store/src/test/java/org/springframework/ai/vectorstore/ChromaVectorStoreObservationIT.java b/vector-stores/spring-ai-chroma-store/src/test/java/org/springframework/ai/vectorstore/ChromaVectorStoreObservationIT.java
index 3b39051eecc..cd9e973b543 100644
--- a/vector-stores/spring-ai-chroma-store/src/test/java/org/springframework/ai/vectorstore/ChromaVectorStoreObservationIT.java
+++ b/vector-stores/spring-ai-chroma-store/src/test/java/org/springframework/ai/vectorstore/ChromaVectorStoreObservationIT.java
@@ -25,6 +25,7 @@
 import io.micrometer.observation.tck.TestObservationRegistry;
 import io.micrometer.observation.tck.TestObservationRegistryAssert;
 import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.condition.EnabledIfEnvironmentVariable;
 import org.testcontainers.chromadb.ChromaDBContainer;
 import org.testcontainers.junit.jupiter.Container;
 import org.testcontainers.junit.jupiter.Testcontainers;
@@ -56,6 +57,7 @@
  * @author Thomas Vitale
  */
 @Testcontainers
+@EnabledIfEnvironmentVariable(named = "OPENAI_API_KEY", matches = ".+")
 public class ChromaVectorStoreObservationIT {
 
 	@Container
diff --git a/vector-stores/spring-ai-chroma-store/src/test/java/org/springframework/ai/vectorstore/TokenSecuredChromaWhereIT.java b/vector-stores/spring-ai-chroma-store/src/test/java/org/springframework/ai/vectorstore/TokenSecuredChromaWhereIT.java
index 19ebd4b9de3..2aea2f6a3b6 100644
--- a/vector-stores/spring-ai-chroma-store/src/test/java/org/springframework/ai/vectorstore/TokenSecuredChromaWhereIT.java
+++ b/vector-stores/spring-ai-chroma-store/src/test/java/org/springframework/ai/vectorstore/TokenSecuredChromaWhereIT.java
@@ -20,6 +20,7 @@
 import java.util.Map;
 
 import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.condition.EnabledIfEnvironmentVariable;
 import org.testcontainers.chromadb.ChromaDBContainer;
 import org.testcontainers.junit.jupiter.Container;
 import org.testcontainers.junit.jupiter.Testcontainers;
@@ -51,6 +52,7 @@
  * @author Thomas Vitale
  */
 @Testcontainers
+@EnabledIfEnvironmentVariable(named = "OPENAI_API_KEY", matches = ".+")
 public class TokenSecuredChromaWhereIT {
 
 	public static String CHROMA_SERVER_AUTH_CREDENTIALS = "test-token";
diff --git a/vector-stores/spring-ai-milvus-store/src/test/java/org/springframework/ai/vectorstore/MilvusVectorStoreObservationIT.java b/vector-stores/spring-ai-milvus-store/src/test/java/org/springframework/ai/vectorstore/MilvusVectorStoreObservationIT.java
index 3a8a7bc7e96..7303e4d3cda 100644
--- a/vector-stores/spring-ai-milvus-store/src/test/java/org/springframework/ai/vectorstore/MilvusVectorStoreObservationIT.java
+++ b/vector-stores/spring-ai-milvus-store/src/test/java/org/springframework/ai/vectorstore/MilvusVectorStoreObservationIT.java
@@ -29,6 +29,7 @@
 import io.milvus.param.IndexType;
 import io.milvus.param.MetricType;
 import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.condition.EnabledIfEnvironmentVariable;
 import org.testcontainers.junit.jupiter.Container;
 import org.testcontainers.junit.jupiter.Testcontainers;
 import org.testcontainers.milvus.MilvusContainer;
@@ -58,6 +59,7 @@
  * @author Thomas Vitale
  */
 @Testcontainers
+@EnabledIfEnvironmentVariable(named = "OPENAI_API_KEY", matches = ".+")
 public class MilvusVectorStoreObservationIT {
 
 	private static final String TEST_COLLECTION_NAME = "test_vector_store";
diff --git a/vector-stores/spring-ai-mongodb-atlas-store/src/test/java/org/springframework/ai/vectorstore/MongoDBAtlasVectorStoreIT.java b/vector-stores/spring-ai-mongodb-atlas-store/src/test/java/org/springframework/ai/vectorstore/MongoDBAtlasVectorStoreIT.java
index 5ec855ec0cf..d908e843648 100644
--- a/vector-stores/spring-ai-mongodb-atlas-store/src/test/java/org/springframework/ai/vectorstore/MongoDBAtlasVectorStoreIT.java
+++ b/vector-stores/spring-ai-mongodb-atlas-store/src/test/java/org/springframework/ai/vectorstore/MongoDBAtlasVectorStoreIT.java
@@ -26,6 +26,7 @@
 import com.mongodb.client.MongoClient;
 import org.junit.jupiter.api.BeforeEach;
 import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.condition.EnabledIfEnvironmentVariable;
 import org.testcontainers.junit.jupiter.Container;
 import org.testcontainers.junit.jupiter.Testcontainers;
 import org.testcontainers.mongodb.MongoDBAtlasLocalContainer;
@@ -54,6 +55,7 @@
  * @author Thomas Vitale
  */
 @Testcontainers
+@EnabledIfEnvironmentVariable(named = "OPENAI_API_KEY", matches = ".+")
 class MongoDBAtlasVectorStoreIT {
 
 	@Container
diff --git a/vector-stores/spring-ai-pgvector-store/src/test/java/org/springframework/ai/vectorstore/PgVectorStoreCustomNamesIT.java b/vector-stores/spring-ai-pgvector-store/src/test/java/org/springframework/ai/vectorstore/PgVectorStoreCustomNamesIT.java
index 626085dbaee..3741cf5a453 100644
--- a/vector-stores/spring-ai-pgvector-store/src/test/java/org/springframework/ai/vectorstore/PgVectorStoreCustomNamesIT.java
+++ b/vector-stores/spring-ai-pgvector-store/src/test/java/org/springframework/ai/vectorstore/PgVectorStoreCustomNamesIT.java
@@ -22,6 +22,7 @@
 
 import com.zaxxer.hikari.HikariDataSource;
 import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.condition.EnabledIfEnvironmentVariable;
 import org.testcontainers.containers.PostgreSQLContainer;
 import org.testcontainers.junit.jupiter.Container;
 import org.testcontainers.junit.jupiter.Testcontainers;
@@ -49,6 +50,7 @@
  * @author Thomas Vitale
  */
 @Testcontainers
+@EnabledIfEnvironmentVariable(named = "OPENAI_API_KEY", matches = ".+")
 public class PgVectorStoreCustomNamesIT {
 
 	@Container
diff --git a/vector-stores/spring-ai-qdrant-store/src/test/java/org/springframework/ai/vectorstore/qdrant/QdrantVectorStoreIT.java b/vector-stores/spring-ai-qdrant-store/src/test/java/org/springframework/ai/vectorstore/qdrant/QdrantVectorStoreIT.java
index b5e30f9454d..d01f8999141 100644
--- a/vector-stores/spring-ai-qdrant-store/src/test/java/org/springframework/ai/vectorstore/qdrant/QdrantVectorStoreIT.java
+++ b/vector-stores/spring-ai-qdrant-store/src/test/java/org/springframework/ai/vectorstore/qdrant/QdrantVectorStoreIT.java
@@ -54,6 +54,7 @@
  */
 @Testcontainers
 @EnabledIfEnvironmentVariable(named = "MISTRAL_AI_API_KEY", matches = ".+")
+@EnabledIfEnvironmentVariable(named = "OPENAI_API_KEY", matches = ".+")
 public class QdrantVectorStoreIT {
 
 	private static final String COLLECTION_NAME = "test_collection";