The Role
The AI ML Engineer will develop LLM-based features, enhance AI integration, support model evaluation and ensure AI quality while collaborating with teams to deliver high-quality AI applications.
Summary Generated by Built In
Requisition Number: 2350974
Optum is a global organization that delivers care, aided by technology to help millions of people live healthier lives. The work you do with our team will directly improve health outcomes by connecting people with the care, pharmacy benefits, data and resources they need to feel their best. Here, you will find a culture guided by inclusion, talented peers, comprehensive benefits and career development opportunities. Come make an impact on the communities we serve as you help us advance health optimization on a global scale. Join us to start Caring. Connecting. Growing together.
Primary Responsibilities:
Required Qualifications:
Preferred Qualifications
At UnitedHealth Group, our mission is to help people live healthier lives and make the health system work better for everyone. We believe everyone-of every race, gender, sexuality, age, location and income-deserves the opportunity to live their healthiest life. Today, however, there are still far too many barriers to good health which are disproportionately experienced by people of color, historically marginalized groups and those with lower incomes. We are committed to mitigating our impact on the environment and enabling and delivering equitable care that addresses health disparities and improves health outcomes - an enterprise priority reflected in our mission.
Optum is a global organization that delivers care, aided by technology to help millions of people live healthier lives. The work you do with our team will directly improve health outcomes by connecting people with the care, pharmacy benefits, data and resources they need to feel their best. Here, you will find a culture guided by inclusion, talented peers, comprehensive benefits and career development opportunities. Come make an impact on the communities we serve as you help us advance health optimization on a global scale. Join us to start Caring. Connecting. Growing together.
Primary Responsibilities:
- AI Applications and Feature Development
- Develop and refine LLM-based features such as chat, summarization, knowledge search, and data extraction
- Apply prompt engineering techniques and support model fine tuning or parameter efficient tuning (e.g., LoRA)
- Implement RAG (retrieval augmented generation) workflows including preprocessing, embedding generation, and vector search
- Model and Architecture Understanding
- Work with transformer-based models; apply foundational understanding of attention, embeddings, and model behavior
- Assist in model interpretability and improving reliability of model outputs
- AI Quality, Evaluation and Safety
- Help improve accuracy by reducing hallucinations through prompting, guardrails, and retrieval improvements
- Support benchmarking, evaluation tests, and quality checks
- Contribute to Responsible AI practices
- Integration and Orchestration
- Build services integrating AI APIs (OpenAI, Azure, open source LLMs)
- Implement tool/agent orchestration flows with guidance from senior team members
- Work with vector databases such as FAISS, Pinecone, or pgvector
- Performance and Optimization
- Contribute to enhancements in latency, throughput, and token efficiency
- Support implementation of model compression and quantization techniques
- Develop caching and batching strategies to improve system performance
- Collaboration and Delivery
- Work closely with product, data, and engineering teams to deliver high quality AI features
- Participate in code reviews, team design discussions, and knowledge sharing
- Comply with the terms and conditions of the employment contract, company policies and procedures, and any and all directives (such as, but not limited to, transfer and/or re-assignment to different work locations, change in teams and/or work shifts, policies in regards to flexibility of work benefits and/or work environment, alternative work arrangements, and other decisions that may arise due to the changing business environment). The Company may adopt, vary or rescind these policies and directives in its absolute discretion and without any limitation (implied or otherwise) on its ability to do so
Required Qualifications:
- Bachelor's or master's degree in computer science, Engineering, or a related field
- 3+ years of software engineering experience, including 1-2 years with generative AI or LLMs
- Experience building cloud-based applications (Azure, AWS, or GCP)
- Working knowledge of:
- LLMs, prompt engineering, fine tuning basics, and RAG
- Transformer architecture fundamentals (attention, embeddings)
- Evaluation and safety concepts (hallucination reduction, quality checks)
- AI integration using APIs, vector DBs, and orchestration frameworks
- Token optimization and latency reduction strategies
- Proficiency in Python or TypeScript
- Proven solid problem solving and collaborative skills
Preferred Qualifications
- Experience with LangChain, LlamaIndex, or Semantic Kernel
- Experience with Docker, CI/CD pipelines, and cloud deployment tools
- Familiarity with open source LLMs (LLaMA, Mistral, etc.) and embedding models
- Exposure to hybrid search, rerankers, or advanced retrieval techniques
- Understanding of model compression (quantization, pruning)
- Proven interest in Responsible AI and governance
At UnitedHealth Group, our mission is to help people live healthier lives and make the health system work better for everyone. We believe everyone-of every race, gender, sexuality, age, location and income-deserves the opportunity to live their healthiest life. Today, however, there are still far too many barriers to good health which are disproportionately experienced by people of color, historically marginalized groups and those with lower incomes. We are committed to mitigating our impact on the environment and enabling and delivering equitable care that addresses health disparities and improves health outcomes - an enterprise priority reflected in our mission.
Skills Required
- Bachelor's or master's degree in computer science, Engineering, or a related field
- 3+ years of software engineering experience, including 1-2 years with generative AI or LLMs
- Experience building cloud-based applications (Azure, AWS, or GCP)
- Proficiency in Python or TypeScript
Optum Compensation & Benefits Highlights
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Healthcare Strength — Health coverage offers copay and HSA medical options with dental, vision, company‑paid life and disability, and free or low‑cost virtual visits. Feedback suggests the offering is comprehensive and competitive on paper.
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Parental & Family Support — Time off and family supports include PTO, eight paid holidays plus a floating day, six weeks paid parental leave, up to two weeks paid caregiver leave, Bright Horizons back‑up care, and adoption assistance up to $10,000. Feedback suggests these resources are meaningful for caregivers and family needs.
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Retirement Support — Savings programs include a 401(k) with employer match (after one year, vesting after two) and a 10%‑discount Employee Stock Purchase Plan. These programs bolster long‑term financial security when combined with other savings resources.
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The Company
What We Do
Optum, part of the UnitedHealth Group family of businesses, is a global organization that delivers care, aided by technology to help millions of people live healthier lives. The work you do with our team will directly improve health outcomes by connecting people with the care, pharmacy benefits, data and resources they need to feel their best. Here, you will find a culture guided by inclusion, talented peers, comprehensive benefits and career development opportunities. Come make an impact on the communities we serve as you help us advance health optimization on a global scale. Join us to start Caring. Connecting. Growing together. At Optum, we support your well-being with an understanding team, extensive benefits and rewarding opportunities. By joining us, you’ll have the resources to drive system transformation while we help you take care of your future. We recognize the power of connection to drive change, improve efficiency and make a difference in health care. Join a team where your skills and ideas can make an impact and where collaboration is key to creating technology that produces healthier outcomes.
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Optum Offices
Hybrid Workspace
Employees engage in a combination of remote and on-site work.
Optum has three workplace models that balance the needs of the business and the responsibilities of each role. These models, core on‑site (5 days/week), hybrid (4 days/week) and telecommute or fully remote, vary by country, role and location.
Typical time on-site:
Not Specified
