Senior - AI Engineer

HCA Healthcare - India; Hyderabad; On-site; INR 1,200,000 - 1,800,000; Full time

Job summary

HCA Healthcare - India is seeking a Senior AI Engineer to design, develop, and deploy production AI applications using Generative AI, Agentic AI, and RAG. You will translate business needs into scalable AI solutions across clinical workflows and healthcare operations.

The role requires hands-on experience with LLMs, vector databases, and tool calling, plus strong Python and cloud platform skills for enterprise deployments.

Qualifications

• Hands-on with modern AI systems including LLMs, RAG, agents, and structured extraction.
• Proficiency in Python and cloud-native app development on AWS or GCP.
• Experience with prompt engineering, tool calling, retrieval, and model selection.
• Experience evaluating AI systems using metrics, datasets, and human review.
• Strong software engineering fundamentals in system design, testing, scalability.

Responsibilities

• Design, build, and maintain production‑grade AI applications using Generative AI and Agentic AI.
• Develop evaluation approaches to measure model performance and guardrails.
• Apply LLMs, multimodal models, RAG, and tool calling to healthcare workflows.
• Partner with Engineering, Product, Data, and Operations to integrate AI capabilities.
• Improve reliability, observability, and monitoring of production AI solutions.
• Stay current with AI advancements and translate them into business value.

Skills

Python

Cloud-native apps

LLMs

RAG

Tool calling

Prompt engineering

AI evaluation

Software engineering fundamentals

Retrieval with vector databases

Context management

Education

Bachelor's degree

Master's degree

Tools

AWS

GCP

Databases (Relational/NoSQL)

Vector databases

Embeddings

Semantic search

Job description

Job Description:

General Position Information

Department Name: Digital Transformation & Innovation Team

Job Title Identification: Senior - AI Engineer

Reports directly to (Title): Manager - AI Engineering

Direct Reports: No

Created / Last Revised: 5/27/2025 / TBD

Job Code: 2191

Position Summary

This is OUR story... and YOUR next chapter

At HCA Healthcare, we are using AI and machine learning to improve how healthcare is delivered, operated, and continuously improved at enterprise scale. Our teams are helping improve clinical outcomes, reduce manual workload, and expand the reach of our care teams. If you're passionate about using technology to improve human life, this is where your work truly matters.

What you will accomplish in this role

We are seeking a Senior AI Engineer who is passionate about building production-ready AI applications using Generative AI, Agentic AI, and modern software engineering practices. This role is focused on designing, developing, and deploying AI solutions that solve meaningful business and clinical problems.

The ideal candidate has hands‑on experience building and delivering production AI solutions for enterprise users and enjoys translating business requirements into scalable, reliable AI applications. They bring strong software engineering fundamentals, applied AI expertise, and a collaborative mindset to deliver solutions from concept through production.

Major Responsibilities

• Design, build, and maintain production‑grade Generative AI, Agentic AI, and machine learning applications.
• Develop evaluation and testing approaches to measure model performance, identify regressions, and improve solution quality.
• Apply LLMs, multimodal models, retrieval‑augmented generation (RAG), structured extraction, and tool calling to solve real‑world healthcare workflows.
• Partner with Engineering, Product, Data, and Operations teams to integrate AI capabilities into HCA's systems.
• Improve the reliability, observability, guardrails, and monitoring of production AI applications.
• Stay current with advancements in AI technologies and apply them pragmatically to deliver business value.

Education & Experience

• Bachelor's degree Required
• Master's degree Preferred
• 3-5 years of software engineering, applied AI, machine learning, or related technical experience, including at least 1 year of recent experience designing and delivering production‑grade Generative AI solutions. Required
• Or equivalent combination of education and/or experience

Licenses, Certifications, & Training

• No licenses, certifications, or training specified in the source job description. Not Specified

Knowledge, Skills, Abilities, Behaviors

• Hands‑on experience with modern AI systems, including LLMs, retrieval‑augmented generation (RAG), agents, structured extraction, classification, or workflow automation. Required
• Proficiency in Python, with experience building cloud‑native applications on AWS or GCP and working with relational and/or NoSQL databases. Required
• Practical experience with prompt engineering, tool calling, retrieval, model selection, context management, and AI application debugging. Required
• Experience evaluating AI system quality using metrics, test datasets, human review, and error analysis. Required
• Strong software engineering fundamentals, including system design, testing, scalability, and maintainability. Required
• Hands‑on experience building retrieval‑augmented AI applications using vector databases, embeddings, and semantic search. Required
• Experience working in healthcare, insurance, financial services, or another regulated industry. Preferred
• Familiarity with AI evaluation, prompt optimization, guardrails, or human‑in‑the‑loop workflows. Preferred