Role Description

Role: AI Forward Engineer – Apollo ISG Nesco Experience: 4 to 8 years.

Location: Mumbai, Nesco. What the role does

- Build production Gen AI and agentic components inside our operations platforms, primarily document and email reading, extraction, classification and enrichment feeding downstream posting into PAM and other systems.
- Design prompt and configuration driven pipelines so a reader built for one workflow can be extended to another asset class or servicer without a code rewrite.
- Own the accuracy and control layer, deterministic validation, exception routing, evaluation harnesses and regression testing of model outputs.
- Work directly with Loan Ops and Investment Ops users to convert manual processes into straight-through flows, including requirement shaping, not just delivery.
- Ship end to end, API, workflow orchestration and the front end needed for Ops to review and act on exceptions. Must have
- Strong Python, plus one of C#/.NET or TypeScript. Solid SQL.
- Hands-on production experience with LLM applications, RAG, structured extraction from unstructured documents and emails,



prompt engineering and output validation. Agent frameworks and tool/function calling.
- Cloud native delivery on Azure/AKS, containers, CI/CD.
- Workflow orchestration experience, Temporal preferred.
- Ability to work directly with business users and translate an operational process into a system design. Positive to have
- Financial services operations background, loan servicing, remittance, custody, accounting or investment operations.
- Snowflake or similar data platform, React front end exposure, Okta based access models.
- Evaluation and observability tooling for AI systems. What we are screening for
- Evidence of AI features actually running in production with users, not proof of concept work.
- Judgement on where AI should and should not be used, and comfort putting deterministic controls around model output.
- Speed and ownership. This team ships small increments directly to Ops every sprint.

Skills Agentic AI, C#, Python, TypeScript, SQL

📌 ML Engineer I (Mumbai)
🏢 UST
📍 Mumbai