Full-Time

Large Language Model Operations Engineer

Posted on 10/31/2025

Brillio

Brillio

5,001-10,000 employees

Technology consulting for AI-driven digital transformation

Compensation Overview

$60 - $65/hr

Company Historically Provides H1B Sponsorship

Tampa, FL, USA

Hybrid

Category
AI & Machine Learning (2)
,
Requirements
  • Bachelor’s degree in Computer Science, Statistics, Engineering or a related field (exceptional candidates without advanced degrees will be considered).
  • LLMOps Engineer with software engineering experience
  • Education: B.E/B.Tech/M.Tech in Computer Science or related technical degree OR Equivalent
  • 6-12 years of experience building production-quality software (at least 5 years in Python) + 2 years in LLMOps
  • 6+ years of software development experience with strong programming skills in Python, SQL
  • 2+ years of hands-on experience LLMOps
  • 1+ years of experience with machine learning operations, model deployment, and lifecycle management
  • Proficiency with at least one major cloud provider (AWS or GCP) and their ML services
  • Experience with Docker, Kubernetes, and container orchestration for ML workloads
  • Strong experience in designing, building, and maintaining production-grade APIs for ML services
  • Proficiency with Git, CI/CD pipelines, and DevOps practices
  • Understanding of LLM architectures, training methodologies, and fine-tuning techniques
  • Knowledge of ML pipeline design, model monitoring, and deployment strategies
  • Understanding of distributed systems, scalability patterns, and microservices architecture
  • Experience with HuggingFace Transformers, PyTorch, TensorFlow, or similar frameworks
  • Knowledge of prompt optimization, RAG (Retrieval-Augmented Generation) architectures
  • Experience with vector search
Responsibilities
  • The candidate will be responsible for operationalizing large language models, implementing scalable solutions, and driving innovation in AI/ML deployment practices
  • This role requires someone who is passionate about learning new technologies, investigating cutting-edge techniques, and providing informed technical decisions
  • Design, implement, and maintain end-to-end pipelines for LLM training, fine-tuning, validation, and deployment
  • Build and optimize scalable infrastructure for large language model operations
  • Deploy LLMs to production environments with prompt management, observability, serverless deployment, proper monitoring, scaling, and performance optimization
  • Design, develop, and maintain RESTful APIs endpoints for LLM inference and model interactions
  • Ensure API reliability, performance optimization, rate limiting, authentication, and comprehensive documentation
  • Implement comprehensive monitoring solutions for model performance, drift detection, and system health metrics
  • Research and evaluate emerging LLMOps techniques, tools, and methodologies
  • Provide informed recommendations on technology choices, architecture decisions, and implementation strategies
  • Establish and document best practices for LLM operations, deployment patterns, and governance frameworks
  • Develop prototypes and POCs to validate new approaches and technologies
  • Work closely with data scientists, ML engineers, DevOps teams, and product managers
  • Create comprehensive documentation for systems, processes, and architectural decisions
  • Mentor team members and share expertise through technical presentations and training sessions
  • Optimize data preprocessing and feature engineering pipelines for LLM training and inference
  • Implement data validation, quality checks, and lineage tracking for model training datasets
  • Design efficient data storage and retrieval systems for large-scale model artifacts and training data
  • Implement model governance frameworks including audit trails, compliance monitoring, and approval workflows
  • Ensure secure model deployment practices, access controls, and data privacy measures
  • Identify and mitigate risks associated with LLM deployment and operations
  • Maintain development, staging, and production environments for LLM workflows
Desired Qualifications
  • Experience with HuggingFace Transformers, PyTorch, TensorFlow, or similar frameworks
  • Knowledge of prompt optimization, Retrieval-Augmented Generation architectures
  • Experience with vector search

Brillio helps organizations move their systems and processes into the digital world by providing technology consulting and customized AI and cloud-based solutions. The company works with large clients, including many Fortune 500 firms, and has a strong emphasis on the healthcare sector. Its offerings include designing and building tailored software and workflows that improve efficiency, security, and scalability, and enabling real-time, AI-powered interactions through generative AI tools. Customers typically engage Brillio through long-term support contracts or project-based work, paying for both advisory services and the implementation of technology solutions. Brillio’s goal is to help clients become ‘generative enterprises’—organizations that leverage AI and cloud technologies to continuously transform operations and user experiences, stay competitive, and drive measurable business outcomes.

Company Size

5,001-10,000

Company Stage

Late Stage VC

Total Funding

N/A

Headquarters

Edison, New Jersey

Founded

2014

Simplify Jobs

Simplify's Take

What believers are saying

  • Fortune 1000 relationships support larger, repeatable transformation contracts.
  • Agentic AI offerings can improve delivery speed and consulting margins.
  • Broader expertise enables cross-selling across analytics, cloud, and platform modernization.

What critics are saying

  • Bespoke consulting faces pricing pressure from commoditized generative AI tools.
  • Large integrators like Accenture and Deloitte can outbid and outstaff Brillio.
  • Heavy reliance on skilled engineers exposes margins to wage inflation and attrition.

What makes Brillio unique

  • Founded in 2014, Brillio focuses on full-service digital transformation consulting.
  • It emphasizes AI, cloud infrastructure, security, and product engineering capabilities.
  • Its agent-led AI ecosystem targets reusable enterprise solutions, not one-off projects.

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Benefits

Remote Work Options

Growth & Insights and Company News

Headcount

6 month growth

-1%

1 year growth

-1%

2 year growth

-1%
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