diff --git a/rag/rag-springai-ollama-llm/docker/docker-compose.yml b/rag/rag-springai-ollama-llm/docker/docker-compose.yml
index 687c199..1ed7954 100644
--- a/rag/rag-springai-ollama-llm/docker/docker-compose.yml
+++ b/rag/rag-springai-ollama-llm/docker/docker-compose.yml
@@ -6,4 +6,14 @@ services:
     redis-stack:
         image: redis/redis-stack-server
         ports:
-          - '6379:6379'
\ No newline at end of file
+          - '6379:6379'
+    lgtm-stack:
+        image: grafana/otel-lgtm:0.7.1
+        extra_hosts: ['host.docker.internal:host-gateway']
+        container_name: lgtm-stack
+        environment:
+          - OTEL_METRIC_EXPORT_INTERVAL=500
+        ports:
+          - "3000:3000"
+          - "4317:4317"
+          - "4318:4318"
\ No newline at end of file
diff --git a/rag/rag-springai-ollama-llm/pom.xml b/rag/rag-springai-ollama-llm/pom.xml
index d11d6a3..ca4861e 100644
--- a/rag/rag-springai-ollama-llm/pom.xml
+++ b/rag/rag-springai-ollama-llm/pom.xml
@@ -64,6 +64,18 @@
             <artifactId>micrometer-registry-prometheus</artifactId>
             <scope>runtime</scope>
         </dependency>
+        <dependency>
+            <groupId>io.micrometer</groupId>
+            <artifactId>micrometer-tracing-bridge-otel</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>io.opentelemetry</groupId>
+            <artifactId>opentelemetry-exporter-otlp</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>io.micrometer</groupId>
+            <artifactId>micrometer-registry-otlp</artifactId>
+        </dependency>
         <dependency>
             <groupId>org.springframework.boot</groupId>
             <artifactId>spring-boot-starter-test</artifactId>
@@ -87,8 +99,15 @@
         <dependency>
             <groupId>com.redis.testcontainers</groupId>
             <artifactId>testcontainers-redis</artifactId>
+            <scope>test</scope>
             <version>1.6.4</version>
         </dependency>
+        <dependency>
+            <groupId>org.testcontainers</groupId>
+            <artifactId>grafana</artifactId>
+            <scope>test</scope>
+            <version>1.20.1</version>
+        </dependency>
         <dependency>
             <groupId>io.rest-assured</groupId>
             <artifactId>rest-assured</artifactId>
diff --git a/rag/rag-springai-ollama-llm/src/main/resources/application.properties b/rag/rag-springai-ollama-llm/src/main/resources/application.properties
index 0a3789a..9870b16 100644
--- a/rag/rag-springai-ollama-llm/src/main/resources/application.properties
+++ b/rag/rag-springai-ollama-llm/src/main/resources/application.properties
@@ -3,12 +3,12 @@ spring.application.name=rag-springai-ollama-llm
 spring.threads.virtual.enabled=true
 spring.mvc.problemdetails.enabled=true
 
-spring.ai.ollama.chat.options.model=llama3
+spring.ai.ollama.chat.options.model=mistral
 spring.ai.ollama.chat.options.temperature=0.3
 spring.ai.ollama.chat.options.top-k=2
 spring.ai.ollama.chat.options.top-p=0.2
 
-spring.ai.ollama.embedding.options.model=llama3
+spring.ai.ollama.embedding.options.model=nomic-embed-text
 
 spring.ai.vectorstore.redis.index=vector_store
 spring.ai.vectorstore.redis.prefix=ai
@@ -17,3 +17,12 @@ spring.ai.vectorstore.redis.initializeSchema=true
 spring.ai.ollama.baseUrl=http://localhost:11434
 
 spring.testcontainers.beans.startup=parallel
+
+##Observability
+spring.ai.chat.observations.include-completion=true
+spring.ai.chat.observations.include-prompt=true
+
+management.endpoints.web.exposure.include=*
+management.metrics.tags.service.name=${spring.application.name}
+management.tracing.sampling.probability=1.0
+management.otlp.tracing.endpoint=http://localhost:4318/v1/traces
diff --git a/rag/rag-springai-ollama-llm/src/test/java/com/learning/ai/llmragwithspringai/TestLlmRagWithSpringAiApplication.java b/rag/rag-springai-ollama-llm/src/test/java/com/learning/ai/llmragwithspringai/TestLlmRagWithSpringAiApplication.java
index fb13ad9..6a2fb5f 100644
--- a/rag/rag-springai-ollama-llm/src/test/java/com/learning/ai/llmragwithspringai/TestLlmRagWithSpringAiApplication.java
+++ b/rag/rag-springai-ollama-llm/src/test/java/com/learning/ai/llmragwithspringai/TestLlmRagWithSpringAiApplication.java
@@ -1,40 +1,13 @@
 package com.learning.ai.llmragwithspringai;
 
-import static com.redis.testcontainers.RedisStackContainer.DEFAULT_IMAGE_NAME;
-import static com.redis.testcontainers.RedisStackContainer.DEFAULT_TAG;
-
-import com.redis.testcontainers.RedisStackContainer;
+import com.learning.ai.llmragwithspringai.config.TestcontainersConfiguration;
 import org.springframework.boot.SpringApplication;
-import org.springframework.boot.test.context.TestConfiguration;
-import org.springframework.boot.testcontainers.service.connection.ServiceConnection;
-import org.springframework.context.annotation.Bean;
-import org.springframework.test.context.DynamicPropertyRegistry;
-import org.testcontainers.ollama.OllamaContainer;
-import org.testcontainers.utility.DockerImageName;
 
-@TestConfiguration(proxyBeanMethods = false)
 public class TestLlmRagWithSpringAiApplication {
 
-    @Bean
-    @ServiceConnection
-    OllamaContainer ollama(DynamicPropertyRegistry properties) {
-        // The model name to use (e.g., "orca-mini", "mistral", "llama2", "codellama", "phi", or
-        // "tinyllama")
-        return new OllamaContainer(
-                DockerImageName.parse("langchain4j/ollama-llama3:latest").asCompatibleSubstituteFor("ollama/ollama"));
-    }
-
-    @Bean
-    RedisStackContainer redisContainer(DynamicPropertyRegistry properties) {
-        RedisStackContainer redis = new RedisStackContainer(DEFAULT_IMAGE_NAME.withTag(DEFAULT_TAG));
-        properties.add("spring.ai.vectorstore.redis.uri", () -> "redis://%s:%d"
-                .formatted(redis.getHost(), redis.getMappedPort(6379)));
-        return redis;
-    }
-
     public static void main(String[] args) {
         SpringApplication.from(LlmRagWithSpringAiApplication::main)
-                .with(TestLlmRagWithSpringAiApplication.class)
+                .with(TestcontainersConfiguration.class)
                 .run(args);
     }
 }
diff --git a/rag/rag-springai-ollama-llm/src/test/java/com/learning/ai/llmragwithspringai/config/AbstractIntegrationTest.java b/rag/rag-springai-ollama-llm/src/test/java/com/learning/ai/llmragwithspringai/config/AbstractIntegrationTest.java
index 81ed342..00e1102 100644
--- a/rag/rag-springai-ollama-llm/src/test/java/com/learning/ai/llmragwithspringai/config/AbstractIntegrationTest.java
+++ b/rag/rag-springai-ollama-llm/src/test/java/com/learning/ai/llmragwithspringai/config/AbstractIntegrationTest.java
@@ -3,7 +3,6 @@
 import static org.springframework.boot.test.context.SpringBootTest.WebEnvironment.RANDOM_PORT;
 
 import com.fasterxml.jackson.databind.ObjectMapper;
-import com.learning.ai.llmragwithspringai.TestLlmRagWithSpringAiApplication;
 import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.boot.test.autoconfigure.web.servlet.AutoConfigureMockMvc;
 import org.springframework.boot.test.context.SpringBootTest;
@@ -11,7 +10,7 @@
 
 @SpringBootTest(
         webEnvironment = RANDOM_PORT,
-        classes = {TestLlmRagWithSpringAiApplication.class})
+        classes = {TestcontainersConfiguration.class})
 @AutoConfigureMockMvc
 public abstract class AbstractIntegrationTest {
 
diff --git a/rag/rag-springai-ollama-llm/src/test/java/com/learning/ai/llmragwithspringai/config/TestcontainersConfiguration.java b/rag/rag-springai-ollama-llm/src/test/java/com/learning/ai/llmragwithspringai/config/TestcontainersConfiguration.java
new file mode 100644
index 0000000..4c7deda
--- /dev/null
+++ b/rag/rag-springai-ollama-llm/src/test/java/com/learning/ai/llmragwithspringai/config/TestcontainersConfiguration.java
@@ -0,0 +1,46 @@
+package com.learning.ai.llmragwithspringai.config;
+
+import com.redis.testcontainers.RedisStackContainer;
+import java.io.IOException;
+import java.time.Duration;
+import org.springframework.boot.test.context.TestConfiguration;
+import org.springframework.boot.testcontainers.service.connection.ServiceConnection;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Scope;
+import org.springframework.test.context.DynamicPropertyRegistry;
+import org.testcontainers.grafana.LgtmStackContainer;
+import org.testcontainers.ollama.OllamaContainer;
+import org.testcontainers.utility.DockerImageName;
+
+@TestConfiguration(proxyBeanMethods = false)
+public class TestcontainersConfiguration {
+
+    @Bean
+    @ServiceConnection
+    OllamaContainer ollama() throws IOException, InterruptedException {
+        // The model name to use (e.g., "orca-mini", "mistral", "llama2", "codellama", "phi", or
+        // "tinyllama")
+        OllamaContainer ollamaContainer = new OllamaContainer(
+                DockerImageName.parse("langchain4j/ollama-mistral:latest").asCompatibleSubstituteFor("ollama/ollama"));
+        ollamaContainer.start();
+        ollamaContainer.execInContainer("ollama", "pull", "nomic-embed-text");
+        return ollamaContainer;
+    }
+
+    @Bean
+    RedisStackContainer redisContainer(DynamicPropertyRegistry properties) {
+        RedisStackContainer redis = new RedisStackContainer(
+                RedisStackContainer.DEFAULT_IMAGE_NAME.withTag(RedisStackContainer.DEFAULT_TAG));
+        properties.add("spring.ai.vectorstore.redis.uri", () -> "redis://%s:%d"
+                .formatted(redis.getHost(), redis.getMappedPort(6379)));
+        return redis;
+    }
+
+    @Bean
+    @Scope("singleton")
+    @ServiceConnection("otel/opentelemetry-collector-contrib")
+    LgtmStackContainer lgtmStackContainer() {
+        return new LgtmStackContainer(DockerImageName.parse("grafana/otel-lgtm").withTag("0.7.1"))
+                .withStartupTimeout(Duration.ofMinutes(2));
+    }
+}