LLM Operations Engineer.

LLM operations deals with unique challenges: much larger model sizes (billions of parameters), specialized hardware requirements (multi-GPU inference), different evaluation methodologies (human preference, automated rubrics), prompt management as a deployment artifact, and cost optimization at a different scale. Traditional MLOps skills transfer, but LLM-specific expertise is additionally required.

Core tools include vLLM, TGI, or TensorRT-LLM for inference serving, along with observability platforms like LangSmith or Weights and Biases. Knowledge of Kubernetes for GPU orchestration, model registries, and A/B testing frameworks for model versions is essential. Cost monitoring and optimization tooling specific to GPU workloads is also important.

North Charleston's cost of living is near the national average. North Charleston is the industrial and manufacturing heart of the Lowcountry, home to Boeing's 787 Dreamliner assembly facility and the Charleston Naval Complex. Calculate your actual take home pay after housing, taxes, and transportation before deciding. A $152,000 salary here buys a different lifestyle than the same number in another market.

Many North Charleston employers are shifting toward skills based hiring for LLM Operations Engineer positions. While a degree can accelerate your path to the median salary of $152,000, demonstrated experience, certifications, and a strong portfolio carry significant weight. Candidates without degrees may start closer to $117,000 but can reach the 75th percentile with three to five years of proven results.

North Charleston is the industrial and manufacturing heart of the Lowcountry, home to Boeing's 787 Dreamliner assembly facility and the Charleston Naval Complex. The area has attracted significant defense, aerospace, and advanced manufacturing investment. For LLM Operations Engineers specifically, compensation scales with expertise in deploying, monitoring, and optimizing large language models in production, which signals sustained demand. The current compensation range of $117,000 to $188,000 reflects a market that is competing for talent.

LLM Operations Engineer hiring in North Charleston typically involves three to five rounds: a recruiter screen, a technical or skills assessment, one or two team interviews, and a final conversation with leadership. Companies in North Charleston's Aerospace & Manufacturing sector may add domain specific evaluations. The process usually takes two to four weeks. Prepare by researching the company and practicing with Orbyt's Interview Prep tool.