diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..ae91dbe
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,30 @@
+# Multi-stage Dockerfile for Spring Boot Application
+FROM maven:3.9-eclipse-temurin-17 AS build
+WORKDIR /app
+
+# Copy dependency files first for better caching
+COPY pom.xml .
+RUN mvn dependency:go-offline -B
+
+# Copy source code and build
+COPY src ./src
+RUN mvn clean package -DskipTests
+
+# Runtime stage - lean JRE for Spring Boot executable JAR (~200MB vs ~500MB Tomcat)
+FROM mcr.microsoft.com/openjdk/jdk:17-ubuntu
+WORKDIR /app
+
+# Create non-root user for security
+RUN groupadd -g 1001 appuser && useradd -u 1001 -g appuser -s /bin/sh appuser && \
+    chown -R appuser:appuser /app
+USER appuser
+
+COPY --from=build /app/target/*.jar app.jar
+
+EXPOSE 8080
+
+# Health check
+HEALTHCHECK --interval=30s --timeout=3s --start-period=30s --retries=3 \
+  CMD wget --no-verbose --tries=1 --spider http://localhost:8080/actuator/health || exit 1
+
+CMD ["java", "-jar", "app.jar"]
diff --git a/catalog-info.yaml b/catalog-info.yaml
new file mode 100644
index 0000000..e25cad5
--- /dev/null
+++ b/catalog-info.yaml
@@ -0,0 +1,113 @@
+apiVersion: backstage.io/v1alpha1
+kind: System
+metadata:
+  annotations:
+    backstage.io/kubernetes-label-selector: app.kubernetes.io/managed-by=backstage
+    backstage.io/kubernetes-namespace: demo-apps
+    backstage.io/techdocs-ref: dir:.
+    gitea.kyndemo.live/repo-slug: demo-platform/test-ab-1
+    grafana.com/alert-label-selector: app=test-ab-1
+    grafana.com/dashboard-url: https://grafana.kyndemo.live/d/otel-app-observability-v2/opentelemetry-application-observability?orgId=1&var-app=test-ab-1
+    grafana/alert-label-selector: app=test-ab-1
+    grafana/dashboard-selector: uid == 'otel-app-observability-v2'
+    grafana/grafana-instance: default
+    humanitec.dev/orgId: skillful-wild-chicken-2617
+    humanitec.dev/projectId: cjot-platform
+  description: System grouping for the modernized test-ab-1 application
+  labels:
+    app.kubernetes.io/managed-by: backstage
+    backstage.io/environment: production
+  links:
+  - icon: web
+    title: Live Application
+    url: https://test-ab-1.kyndemo.live
+  - icon: github
+    title: Repository
+    url: https://gitea.kyndemo.live/demo-platform/test-ab-1
+  - icon: dashboard
+    title: Humanitec Console
+    url: https://console.humanitec.dev/orgs/skillful-wild-chicken-2617/projects/cjot-platform/environments/dev?app=test-ab-1
+  - icon: dashboard
+    title: Grafana Dashboard
+    url: https://grafana.kyndemo.live/d/otel-app-observability-v2/opentelemetry-application-observability?orgId=1&var-app=test-ab-1
+  name: test-ab-1-system
+  tags:
+  - modernized
+  - humanitec-v2
+  - opentelemetry
+  title: test-ab-1 System
+spec:
+  dependsOn:
+  - resource:default/otel-collector
+  - resource:default/otel-operator
+  - resource:default/k6-operator
+  domain: platform
+  owner: platform-engineering
+---
+apiVersion: backstage.io/v1alpha1
+kind: Component
+metadata:
+  annotations:
+    backstage.io/kubernetes-label-selector: app=test-ab-1
+    backstage.io/kubernetes-namespace: demo-apps
+    backstage.io/techdocs-ref: dir:.
+    chaos-mesh/enabled: 'true'
+    gitea.kyndemo.live/repo-slug: demo-platform/test-ab-1
+    grafana.com/alert-label-selector: app=test-ab-1
+    grafana.com/dashboard-url: https://grafana.kyndemo.live/d/otel-app-observability-v2/opentelemetry-application-observability?orgId=1&var-app=test-ab-1
+    grafana/alert-label-selector: app=test-ab-1
+    grafana/dashboard-selector: uid == 'otel-app-observability-v2'
+    grafana/grafana-instance: default
+    humanitec.dev/orgId: skillful-wild-chicken-2617
+    humanitec.dev/projectId: cjot-platform
+    k6/enabled: 'true'
+    k6/target-port: '8080'
+    k6/target-service: test-ab-1
+    k6/test-configmap: k6-test-test-ab-1
+    modernization.kyndryl.com/source: https://github.com/spring-projects/spring-petclinic
+    modernization.kyndryl.com/strategy: ai-containerization
+    prometheus.io/path: /actuator/prometheus
+    prometheus.io/port: '8080'
+    prometheus.io/scrape: 'true'
+  description: Modernized application from https://github.com/spring-projects/spring-petclinic
+  labels:
+    app.kubernetes.io/managed-by: backstage
+    backstage.io/environment: production
+  links:
+  - icon: web
+    title: Live Application
+    url: https://test-ab-1.kyndemo.live
+  - icon: github
+    title: Source Repository
+    url: https://gitea.kyndemo.live/demo-platform/test-ab-1
+  - icon: dashboard
+    title: Humanitec Console
+    url: https://console.humanitec.dev/orgs/skillful-wild-chicken-2617/projects/cjot-platform/environments/dev?app=test-ab-1
+  - icon: code
+    title: CI/CD Pipelines
+    url: https://gitea.kyndemo.live/demo-platform/test-ab-1/actions
+  - icon: dashboard
+    title: Grafana Dashboard
+    url: https://grafana.kyndemo.live/d/otel-app-observability-v2/opentelemetry-application-observability?orgId=1&var-app=test-ab-1
+  name: test-ab-1
+  tags:
+  - modernized
+  - ai-generated
+  - java
+  - spring-boot
+  - humanitec-v2
+  - platform-orchestrator
+  - score
+  - opentelemetry
+  - load-testing
+  - k6
+  - chaos-engineering
+  - chaos-mesh
+spec:
+  dependsOn:
+  - resource:default/otel-collector
+  - resource:default/k6-operator
+  lifecycle: production
+  owner: platform-engineering
+  system: test-ab-1-system
+  type: service
diff --git a/docs/api.md b/docs/api.md
new file mode 100644
index 0000000..ce1e114
--- /dev/null
+++ b/docs/api.md
@@ -0,0 +1,25 @@
+# API Reference
+
+## Endpoints
+
+### Health Check
+
+```
+GET /health
+```
+
+**Response:**
+```json
+{"status": "UP", "service": "test-ab-1"}
+```
+
+### Root
+
+```
+GET /
+```
+
+**Response:**
+```json
+{"service": "test-ab-1", "description": "Modernized test-ab-1 service", "version": "1.0.0"}
+```
diff --git a/docs/architecture.md b/docs/architecture.md
new file mode 100644
index 0000000..1acb7a3
--- /dev/null
+++ b/docs/architecture.md
@@ -0,0 +1,15 @@
+# Architecture
+
+## Service Design
+
+test-ab-1 is a microservice following cloud-native patterns.
+
+## Technology Stack
+
+- **Runtime**: Java Spring Boot
+- **Deployment**: Humanitec Platform Orchestrator
+- **CI/CD**: Gitea Actions → ACR → Humanitec
+
+## Dependencies
+
+See `score.yaml` for external resource dependencies.
diff --git a/docs/index.md b/docs/index.md
new file mode 100644
index 0000000..e46f921
--- /dev/null
+++ b/docs/index.md
@@ -0,0 +1,32 @@
+# test-ab-1
+
+Modernized test-ab-1 service
+
+## Overview
+
+This service is built with **Java Spring Boot** and follows the Golden Path architecture patterns.
+
+### Key Features
+
+- 🚀 Production-ready configuration
+- 📊 Prometheus metrics exposed
+- 🏥 Health check endpoints
+- 🔒 Security scanning in CI/CD
+- 📦 Containerized deployment
+
+## Quick Start
+
+```bash
+git clone https://gitea.kyndemo.live/kyndryl-demos/test-ab-1.git
+cd test-ab-1
+```
+
+## Monitoring
+
+- **Metrics**: Prometheus metrics at `/metrics`
+- **Health**: `/health`
+- **Grafana**: [View Dashboard](https://grafana.kyndemo.live/d/app-test-ab-1)
+
+## Support
+
+Contact the Platform Engineering team.
diff --git a/docs/migration-plan.md b/docs/migration-plan.md
new file mode 100644
index 0000000..c0f61e3
--- /dev/null
+++ b/docs/migration-plan.md
@@ -0,0 +1,41 @@
+# Modernization Plan for test-ab-1
+
+## Application Type
+Java Application
+
+## Selected Modernization Strategy
+- **Migration Approach**: containerize-optimize
+- **Target Platform**: kubernetes-humanitec
+- **Observability**: ENABLED (Prometheus metrics, health checks, tracing)
+- **Security Scanning**: ENABLED (Trivy vulnerability scanning)
+
+## Discovery Summary
+### Discovery Report
+
+#### Application Overview
+The application appears to be a Java-based project, specifically using the Spring Boot framework. The presence of `pom.xml` and `build.gradle` indicates support for both Maven and Gradle build systems. The application includes typical Spring Boot starter dependencies and is structured to support web development, data persistence, caching, and validation.
+
+#### Technology Stack
+- **Language:** Java
+- **Framework:** Spring Boot
+- **Build Tools:** Mav...
+
+## Generated Artifacts
+1. **Dockerfile**: Optimized with health checks and metrics endpoints
+2. **score.yaml**: Platform intent with service ports and DNS resource
+3. **CI Workflow**: Automated build/push to ACR with Trivy security scanning
+
+## Next Steps
+1. Review and customize generated artifacts
+2. Test container build and run
+3. Deploy to development environment using score.yaml
+4. Validate application functionality
+5. Promote to staging/production via Humanitec
+
+## Migration Strategy Details
+
+### Containerize Optimize
+Add cloud-native patterns: health checks, metrics, optimized base images.
+
+### Platform: kubernetes-humanitec
+score.yaml is the single environment intent. Use Humanitec Platform Orchestrator for deployment.
diff --git a/mkdocs.yml b/mkdocs.yml
new file mode 100644
index 0000000..eed0b87
--- /dev/null
+++ b/mkdocs.yml
@@ -0,0 +1,13 @@
+site_name: test-ab-1
+site_description: Modernized test-ab-1 service
+
+nav:
+  - Home: index.md
+  - Architecture: architecture.md
+  - API Reference: api.md
+
+plugins:
+  - techdocs-core
+
+theme:
+  name: material
diff --git a/openapi.yaml b/openapi.yaml
new file mode 100644
index 0000000..cc48836
--- /dev/null
+++ b/openapi.yaml
@@ -0,0 +1,188 @@
+openapi: 3.0.3
+info:
+  title: test-ab-1
+  description: Modernized test-ab-1 service
+  version: 1.0.0
+servers:
+- url: https://test-ab-1.kyndemo.live
+  description: Production
+- url: http://localhost:8080
+  description: Local development
+paths:
+  /health:
+    get:
+      summary: Health check
+      operationId: getHealth
+      tags:
+      - System
+      responses:
+        '200':
+          description: Healthy
+  /vets.html:
+    get:
+      summary: GET /vets.html
+      operationId: getVets.html
+      responses:
+        '200':
+          description: Success
+        '400':
+          description: Bad request
+  /owners/{ownerId}/owners/{ownerId}:
+    get:
+      summary: GET /owners/{ownerId}/owners/{ownerId}
+      operationId: getOwners_ownerId_owners_ownerId
+      responses:
+        '200':
+          description: Success
+        '400':
+          description: Bad request
+      parameters:
+      - name: ownerId
+        in: path
+        required: true
+        schema:
+          type: string
+      - name: ownerId
+        in: path
+        required: true
+        schema:
+          type: string
+  /owners/{ownerId}/pets/new:
+    get:
+      summary: GET /owners/{ownerId}/pets/new
+      operationId: getOwners_ownerId_pets_new
+      responses:
+        '200':
+          description: Success
+        '400':
+          description: Bad request
+      parameters:
+      - name: ownerId
+        in: path
+        required: true
+        schema:
+          type: string
+  /owners/{ownerId}/pets/{petId}/edit:
+    get:
+      summary: GET /owners/{ownerId}/pets/{petId}/edit
+      operationId: getOwners_ownerId_pets_petId_edit
+      responses:
+        '200':
+          description: Success
+        '400':
+          description: Bad request
+      parameters:
+      - name: ownerId
+        in: path
+        required: true
+        schema:
+          type: string
+      - name: petId
+        in: path
+        required: true
+        schema:
+          type: string
+  /owners/{ownerId}/pets/{petId}/visits/new:
+    get:
+      summary: GET /owners/{ownerId}/pets/{petId}/visits/new
+      operationId: getOwners_ownerId_pets_petId_visits_new
+      responses:
+        '200':
+          description: Success
+        '400':
+          description: Bad request
+      parameters:
+      - name: ownerId
+        in: path
+        required: true
+        schema:
+          type: string
+      - name: petId
+        in: path
+        required: true
+        schema:
+          type: string
+  /owners/new:
+    get:
+      summary: GET /owners/new
+      operationId: getOwners_new
+      responses:
+        '200':
+          description: Success
+        '400':
+          description: Bad request
+  /owners/find:
+    get:
+      summary: GET /owners/find
+      operationId: getOwners_find
+      responses:
+        '200':
+          description: Success
+        '400':
+          description: Bad request
+  /owners:
+    get:
+      summary: GET /owners
+      operationId: getOwners
+      responses:
+        '200':
+          description: Success
+        '400':
+          description: Bad request
+  /owners/{ownerId}/edit:
+    get:
+      summary: GET /owners/{ownerId}/edit
+      operationId: getOwners_ownerId_edit
+      responses:
+        '200':
+          description: Success
+        '400':
+          description: Bad request
+      parameters:
+      - name: ownerId
+        in: path
+        required: true
+        schema:
+          type: string
+  /owners/{ownerId}:
+    get:
+      summary: GET /owners/{ownerId}
+      operationId: getOwners_ownerId
+      responses:
+        '200':
+          description: Success
+        '400':
+          description: Bad request
+      parameters:
+      - name: ownerId
+        in: path
+        required: true
+        schema:
+          type: string
+  /:
+    get:
+      summary: GET /
+      operationId: getRoot
+      responses:
+        '200':
+          description: Success
+        '400':
+          description: Bad request
+  /oups:
+    get:
+      summary: GET /oups
+      operationId: getOups
+      responses:
+        '200':
+          description: Success
+        '400':
+          description: Bad request
+  /actuator/prometheus:
+    get:
+      summary: Prometheus metrics
+      operationId: getMetrics
+      tags:
+      - System
+      responses:
+        '200':
+          description: text/plain; Prometheus exposition format
diff --git a/score.yaml b/score.yaml
new file mode 100644
index 0000000..95c3a20
--- /dev/null
+++ b/score.yaml
@@ -0,0 +1,28 @@
+apiVersion: score.dev/v1b1
+containers:
+  test-ab-1:
+    image: .
+    variables:
+      OTEL_SERVICE_NAME: test-ab-1
+      OTEL_EXPORTER_OTLP_ENDPOINT: http://otel-collector.monitoring.svc.cluster.local:4318
+      OTEL_RESOURCE_ATTRIBUTES: app=test-ab-1
+metadata:
+  annotations:
+    prometheus.io/path: /actuator/prometheus
+    prometheus.io/port: '8080'
+    prometheus.io/scrape: 'true'
+    instrumentation.opentelemetry.io/inject-java: monitoring/otel-instrumentation
+  labels:
+    app: test-ab-1
+    backstage.io/kubernetes-id: test-ab-1
+  name: test-ab-1
+resources:
+  dns:
+    type: dns
+  env:
+    type: environment
+service:
+  ports:
+    http:
+      port: 8080
+      targetPort: 8080