AI Innovation Engineer, Google Cloud

Google Google · Big Tech · Munich, Germany +2

This role focuses on building and deploying Generative AI and agentic workflows for clients in the capital markets finance industry. The engineer will collaborate with clients to transform concepts into scalable, production-ready solutions, integrating AI with data foundations and ensuring a production-first mindset.

What you'd actually do

  1. Design and build autonomous agentic workflows utilizing machine learning and Generative AI technologies as part of a fully autonomous or human-in-the-loop agentic workflow.
  2. Partner with client leads (business user) to identify high-impact AI use cases. Translate these into Product Requirement Documents (PRDs), clearly defining CUJs and success metrics.
  3. Evaluate and integrate AI solutions with modern data foundations, including relational databases, data lake houses, and real-time streaming architectures.
  4. Ensure all prototypes are built with a "production-first" mindset. Implement basic CI/CD pipelines and utilize Infrastructure-as-Code (IaC) (e.g., Terraform) to ensure environments are reproducible and secure.
  5. Create clear technical guides to ensure a seamless hand-off from POC to engineering teams.

Skills

Required

  • Software or data engineering experience
  • Machine learning methodologies (deep learning, reinforced learning)
  • Generative AI and agentic orchestration
  • Frameworks (e.g., LangChain, CrewAI, or Vertex AI Agent Builder)
  • Vector databases
  • Python, Go, or Java
  • Design patterns
  • Testing frameworks
  • API contract design

Nice to have

  • Financial services experience
  • Regulatory and operational clearing, settlement, or custody experience
  • FSI regulatory practices
  • Data residency, encryption at rest/transit (CMEK)
  • Explainable AI requirements in banking
  • Data modeling (relational, NoSQL, analytical)
  • High-maturity DevOps culture
  • BigQuery, Vertex AI, Dataflow, and Pub/Sub

What the JD emphasized

  • production-ready solution
  • production-first mindset
  • autonomous agentic workflows
  • agentic orchestration

Other signals

  • Generative AI
  • Agentic workflows
  • Customer-facing solutions
  • Production-ready systems