LLM Operations Engineer.
Baltimore.
$174,000
median salary, 12% above the national average
$135,000 to $216,000. Last updated April 2026.
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Data points to own the conversation.
A LLM Operations Engineer in Baltimore earns a median of $174,000 in 2026. That is 12% above the national average. The range runs from $135,000 to $216,000, and where you land depends on your experience, your skills, and how well you negotiate. Compensation scales with expertise in deploying, monitoring, and optimizing large language models in production.
Salary range
Where do you fall?
Salary by experience
The gap between entry and lead level is typically $157,000. Where you land depends on years of experience and what you bring to the table.
Entry (0-2 yrs)
$113,000
to $139,000
Mid (3-5 yrs)
$148,000
to $183,000
Senior (6-9 yrs)
$191,000
to $226,000
Lead (10+ yrs)
$218,000
to $270,000
Salary trend
+8% YoYTotal compensation
Base salary is not the full picture. Equity, bonus, and signing can add $72,000 to the total package.
Base
$174,000
Equity
$44,000
Bonus
$18,000
Signing
$10,000
Estimated total: $246,000
How Baltimore compares
Baltimore, MD
$174,000
Cost of living: 8% above average
National Average
$155,000
Baltimore is $19,000 above
LLM Operations Engineer salary by city
Salary by role in Baltimore
What you should know
The LLM Operations Engineer landscape in Baltimore is not what most salary sites will tell you. Baltimore's economy is anchored by Johns Hopkins University and Hospital, one of the largest employers in the state. The city has strong cybersecurity, defense, and biotech sectors, benefiting from proximity to NSA, Fort Meade, and NIH. The port of Baltimore also drives significant logistics and trade employment. 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 Baltimore, 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: maryland's top income tax rate is 5.75%, and Baltimore City adds a local income tax of 3.2%. The combined burden is among the higher ones, but federal and defense salaries compensate. When someone quotes you $174,000, ask what the total package looks like. The gap between base and total comp is where real money hides.
On negotiation: A security clearance is extremely valuable in the Baltimore corridor. Cleared professionals earn 20 to 30% more, and the NSA and defense contractor presence drives constant demand. The range for LLM Operations Engineers in Baltimore runs from $135,000 to $216,000. That is not a narrow window. Where you land inside it depends almost entirely on whether you negotiate and how well you prepare.
Sources: SEC filings, H-1B LCA (DOL), BLS OES, 50+ job posting platforms. COL: BEA Regional Price Parities (2025). Data verified by Justin Bartak, Founder & Chief AI Officer. Last verified April 8, 2026. Full methodology
Considering a related role?
- A Fintech Product Manager in Baltimore earns $173,000 (1% less)
- The highest-paying role in Baltimore is Distinguished Engineer at $349,000
Common questions.
LLM Operations Engineer salary in other cities
Other salaries in Baltimore
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