About the role
AI Engineer – Job Description
PURPOSE AND SCOPE
Design and deliver Generative AI solutions (LLMs, copilots, agents) that enhance automation, knowledge access, and decision-making across the enterprise.
Translate business problems into prompt-driven and retrieval-augmented (RAG) AI applications integrated with enterprise data platforms.
Ensure responsible, secure, and scalable GenAI implementations, including governance, evaluation, and monitoring of model behavior.
PRINCIPAL DUTIES AND RESPONSIBILITIES
Develop and optimize prompt engineering strategies, including prompt templates, chaining, tool use (agents), and grounding techniques (RAG).
Build and deploy LLM-powered applications using enterprise data (structured/unstructured), integrating with APIs, vector databases, and knowledge systems.
Implement evaluation, monitoring, and guardrails for GenAI systems, addressing hallucinations, bias, response quality, and performance in production.
EDUCATION
Bachelor’s or Master’s degree in Computer Science, Data Science, Engineering, or a related field.
Specialized training or certifications in AI/ML, NLP, or Generative AI preferred.
Continuous learning in emerging GenAI frameworks, LLMs, and prompt engineering techniques.
EXPERIENCE AND REQUIRED SKILLS
Hands-on experience designing and deploying Generative AI solutions on AWS and Azure, including services such as Azure OpenAI, AWS Bedrock, and Azure Machine Learning.
Strong expertise in prompt engineering, RAG architectures, embeddings, and vector databases (e.g., Databricks Vector Search, FAISS), with experience grounding LLMs in enterprise data.
Proficiency with Databricks (Spark, Delta Lake) for data preparation and integration with GenAI workflows, along with Azure DevOps and GitHub for CI/CD and GenAI application lifecycle management.
Experience with AI/LLM evaluation frameworks, including prompt/response evaluation, hallucination detection, safety filtering, and benchmark-driven optimization to ensure high-quality and reliable outputs.
Skills & Tags
Aplyr's read
Fresenius Medical Care excels in renal healthcare, providing specialized dialysis products and services. It attracts professionals dedicated to enhancing patient care and healthcare technology.
What's promising
- •Leader in dialysis products, ensuring high-quality care for chronic kidney failure patients.
- •Global presence offers diverse career opportunities across healthcare and technology sectors.
- •Strong focus on innovation in renal healthcare solutions and patient care services.
What to watch
- •Highly specialized industry may limit career growth for non-healthcare roles.
- •Regulatory challenges in healthcare can impact operational flexibility.
- •Dependence on healthcare reimbursement policies poses financial risks.
Why Fresenius Medical Care
- •Largest provider of integrated dialysis services globally, setting industry standards.
- •Combines product manufacturing with patient care, offering comprehensive renal solutions.
- •Innovative in healthcare technology, enhancing patient outcomes and operational efficiency.
Aplyr’s read is generated by AI from public sources. Was it useful?
About Fresenius Medical Care
Fresenius Medical Care is a global leader in providing products and services for individuals with renal diseases. The company specializes in dialysis products and services, offering comprehensive care for patients with chronic kidney failure.
