AI Automation Engineer Associate

About this role

Make your mark by building reliable AI automation that improves accuracy, reduces manual effort, and grows your engineering impact.

As a Senior Associate in Operations Automation within the Commercial and Investment Bank, you design, build, deploy, and operate production-grade AI assistants that automate high-volume knowledge work. You focus on intelligent document processing by transforming unstructured inputs (such as PDFs, spreadsheets, emails, and images) into structured, validated data for downstream business systems. You define success metrics and continuously improve quality through offline evaluation and production monitoring while embedding Responsible AI controls and troubleshooting issues across the full solution stack.

Job Responsibilities:

• Design production-grade AI assistants that combine language models, multimodal models, business rules, retrieval, and tool integrations to automate operational workflows.
• Engineer multi-stage workflows using directed-graph or graph-based orchestration patterns, including ingestion, model execution, tool invocation, validation, and post-processing.
• Apply fit-for-purpose techniques across structured model outputs, retrieval-augmented generation, agentic patterns, and multimodal document processing.
• Define output schemas (for example, Pydantic), prompts, deterministic post-processing rules, validation logic, and exception handling aligned to domain needs.
• Build document digitization and Optical Character Recognition pipelines, including PDF text extraction, OCR processing, normalization, and handling of noisy or low-quality scans.
• Establish success metrics and improve accuracy and reliability through offline evaluation (golden datasets, regression tests, error analysis) and production monitoring (quality, drift, latency, cost).
• Write secure, maintainable, well-tested production code and develop reusable components that can be leveraged across use cases.
• Troubleshoot production issues across model, ...