Senior GenAI Engineer – Databricks (Healthcare Reports)

Blue Pearl PTY; Johannesburg; Hybrid; ZAR 900,000 - 1,600,000; Full time

Job summary

Decision Inc. in Johannesburg, South Africa, seeks a Senior AI Engineer to deliver a GenAI reporting solution for a large private hospital group.

The role focuses on translating clinical reporting needs into governed data structures, building LLM-powered workflows, and deploying production-grade pipelines in a healthcare context. Responsibilities include designing prompts, implementing retrieval systems over guidelines, and ensuring guardrails for data grounding and patient privacy while

Qualifications

• Production-scale LLM development experience.
• Experience with Unity Catalog, Databricks Workflows, MLflow.
• Proficiency in Python, PySpark and SQL.
• Experience designing and evaluating Retrieval-Augmented Generation (RAG) solutions.
• Knowledge of LLM evaluation methods and guardrails.

Responsibilities

• Translate clinical reporting requirements into governed Databricks data structures.
• Design prompts, templates and orchestration workflows to generate structured narrative reports.
• Build retrieval capabilities over clinical guidelines and policy documents.
• Implement guardrails to ensure data grounding and patient privacy.
• Develop LLM evaluation frameworks with clinical stakeholders.
• Deploy the solution into production with monitoring and cost controls.
• Demonstrate progress to clinical stakeholders at each sprint.

Skills

LLM deployment

LangChain

LangGraph

DSPy

Python

PySpark

SQL

RAG

Tools

Databricks Unity Catalog

Databricks Workflows

MLflow

Mosaic AI Model Serving

Vector Search

Job description

Decision Inc. in Johannesburg, South Africa, seeks a Senior AI Engineer to deliver a GenAI reporting solution for a large private hospital group.

The role focuses on translating clinical reporting needs into governed data structures, building LLM-powered workflows, and deploying production-grade pipelines in a healthcare context. Responsibilities include designing prompts, implementing retrieval systems over guidelines, and ensuring guardrails for data grounding and patient privacy while