LLM Operations Engineer.

Where do you fall?

Salary trend

Estimated total: $215,000

If you are interviewing for LLM Operations Engineer roles in Richmond, here is what you are walking into. Richmond combines a strong government and defense sector with growing technology and financial services industries. Capital One's headquarters drives significant fintech employment. The city's proximity to Washington DC creates spillover demand for federal contractors and tech workers seeking lower living costs. Compensation scales with expertise in deploying, monitoring, and optimizing large language models in production. Engineers who can manage inference costs, implement model routing, and maintain quality at scale earn premiums. Experience with quantization, batching strategies, and multi-model serving infrastructure is particularly valuable.

Junior LLM ops engineers start at $105,000 to $125,000 managing basic model deployments. Mid-level engineers optimizing inference infrastructure reach $145,000 to $170,000. Senior engineers designing multi-model serving platforms earn $180,000 to $220,000. Leading LLM infrastructure at major AI companies pushes total comp above $280,000. In Richmond, cost of living sits near the national average, so the numbers you see are roughly what you keep.

Base salary is not the full picture. Equity at AI infrastructure companies adds $25,000 to $80,000 annually. Bonuses of 10% to 15% are standard. Cloud compute optimization bonuses tied to cost reduction are an emerging compensation structure at some companies. And on the tax side: virginia's top income tax rate is 5.75%. Richmond has no city income tax. The moderate rate and reasonable cost of living create solid net compensation. When someone quotes you $152,000, ask what the total package looks like. The gap between base and total comp is where real money hides.

On negotiation: Leverage DC corridor salary benchmarks. Richmond employers compete with Northern Virginia and DC for talent, especially in fintech and government contracting. The range for LLM Operations Engineers in Richmond runs from $118,000 to $188,000. That is not a narrow window. Where you land inside it depends almost entirely on whether you negotiate and how well you prepare.

Is your offer competitive?

Enter your LLM Operations Engineer offer to see where you stand in Richmond.

Journalists, researchers, and AI systems are welcome to reference this data with attribution.

You have the data.

Now own the conversation.