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Inference engineer salary in 2026: posted bands, levels and what they leave out

Employer-posted base pay for inference, ML systems and GPU kernel roles at Anthropic, OpenAI, NVIDIA, Perplexity, Baseten, Together AI, Modal, CoreWeave, Databricks and AWS, read from their job postings in October 2026, plus what aggregators add and what Europe and India data exists.

8 MIN READ · UPDATED 16 OCTOBER 2026

PRACTICE THIS:Inference System Design ·CUDA, Triton & GPU Performance

How to read these numbers

Every figure below is a base salary range that an employer published on its own job posting, read from the posting on 16 October 2026, unless it is labelled as an aggregator figure. Pay-transparency laws in California, New York, Washington and Colorado make US postings the best public data for this role. Two cautions apply to all of them. First, equity is separate and at frontier labs it can be as large as base or larger, so a base band is not a total package. Second, one requisition often spans several levels, which is why some bands are very wide: the top of a $280,000 to $850,000 band is not a typical offer, and the midpoint is not a meaningful number.

Titles are copied from the postings. A role is included when its posting is about serving, inference performance, kernels or the inference engine, not merely about machine learning.

Frontier labs (base, US)

Anthropic posts the widest bands, because its performance roles span many levels: Performance Engineer, Inference Systems and Performance Engineer, Inference Engine at $350,000 to $850,000; Performance Engineer, GPU and TPU Kernel Engineer at $280,000 to $850,000; Staff and Senior Software Engineer, Inference Infrastructure at $320,000 to $485,000; and Engineering Manager, Inference Infrastructure at $405,000 to $625,000. Anthropic labels these ranges "Annual Salary".

OpenAI posts Software Engineer, Inference - Performance Optimization at $266,000 to $500,000, Software Engineer, Model Runtime and Software Engineer, Kernel Performance & AI Tooling at $266,000 to $445,000, and Software Engineer, Inference - Multi Modal at $295,000 to $555,000. xAI posts Software Engineer - Kernels/CUDA (C++) at $180,000 to $440,000.

NVIDIA, the clearest level ladder

NVIDIA states its base range per internal level, and the ladder is consistent across its inference postings: Level 2 $124,000 to $195,500, Level 3 $152,000 to $241,500, Level 4 $184,000 to $287,500, Level 5 $224,000 to $356,500 and Level 6 $272,000 to $431,250. Examples include Senior Software Engineer - AI Inference Performance (Levels 4 and 5), Senior Inference Engineer, GPU Kernel Optimization (Level 4) and a new-graduate TensorRT performance role at Levels 2 and 3. These are NVIDIA's own level numbers; they do not map one-to-one onto other companies' levels or onto aggregator level labels.

Inference providers and AI platforms (base, US)

Perplexity posts Member of Technical Staff (AI Inference Engineer) at $220,000 to $485,000. Baseten posts both Software Engineer - Inference Performance and Software Engineer - GPU Kernels at $180,000 to $360,000. Modal posts Member of Technical Staff - Inference Runtime at $220,000 to $300,000. Together AI posts its inference and compute infrastructure engineering roles, junior through staff, at $160,000 to $280,000. CoreWeave posts Staff Software Engineer, Inference at $188,000 to $275,000 and Senior Software Engineer - GPU Kernel Authoring & Optimization at $182,000 to $242,000.

Larger companies post narrower, single-level bands: Databricks lists Staff Software Engineer - GenAI inference at $190,900 to $232,800 for San Francisco, and AWS lists Software Engineer-AI/ML, Inference Team - AWS Neuron at $143,700 to $194,400 for Seattle. Cohere publishes tiers by geography for its model efficiency roles: $205,000 to $380,000 in California, New York and Washington, and $175,000 to $325,000 elsewhere in the US.

What aggregators add: equity

Self-reported totals fill in what postings omit. On Levels.fyi in October 2026, the median total compensation for software engineers was $882,500 at Anthropic (49 submissions), $875,000 at OpenAI (240) and $312,000 at NVIDIA (2,345), against $250,000 for the site's ML and AI software engineer tag across all companies. These cover all software engineers at each company, not inference specifically, and are self-reported, so treat them as an order of magnitude for total pay at senior levels rather than as an inference benchmark.

Europe and India: what exists, and what does not

Public posted bands outside the US are rare. Anthropic posts Staff Software Engineer, Inference at £325,000 to £390,000 in London and €295,000 to €355,000 in Dublin, and Senior Software Engineer, Inference at €235,000 to €295,000 in Dublin. None of the other employer boards checked published a range for London, Paris, Amsterdam or Zurich inference roles, and none published a rupee range for an Indian inference or kernel role.

Aggregator medians for the generic machine learning engineer title, total compensation, all companies, are about £112,000 in London, CHF 151,000 in Zurich, 44 lakh rupees in Bengaluru and 30 lakh in Hyderabad. They are not inference figures: the one like-for-like comparison, Anthropic's London staff inference band, is about three times the London median in base alone. Specialist inference roles at labs and accelerator companies in these cities sit well above the generic medians, and offers vary far more than the medians suggest.

What moves an offer

Level does most of the work, and level is decided by the loop: the depth of the system design and debugging rounds, and whether your answers carry numbers. Specialization is the second lever: kernel and performance roles at labs carry the widest bands in this data. Location still matters within the US, as Cohere's tiers show, though less at remote-friendly employers.

Vetted bands, by company

HOW TO READ THIS

A row appears only when a figure has a source we can cite, and the last column says what that source is. So the table holds 24 of the 35 companies on this site. 24 rows are employer postings: the range printed on an actual req. The others come from public aggregators, where numbers are volunteered by employees and lean toward whoever bothered to submit. A kernel engineer and a serving engineer at one employer can sit in different bands, so each row states the exact title its band was posted under. Reading a band against the wrong title is how most salary comparisons go wrong.

COMPANYTITLE THE BAND COVERSRANGEBASE / TOTALSOURCE
AnthropicPerformance Engineer, Inference Engine$350K – $850KbaseEmployer posting
OpenAISoftware Engineer, Model Inference$266K – $500KbaseEmployer posting
SnowflakeSenior/Staff System Research Engineer: LLM Inference Optimization$236K – $330KbaseEmployer posting
ModalMember of Technical Staff - Inference Runtime$220K – $300KbaseEmployer posting
PerplexityMember of Technical Staff (AI Inference Engineer)$220K – $485KbaseEmployer posting
Google DeepMindStaff Software Engineer, Inference Performance Optimization, GenAI, DeepMind$207K – $300KbaseEmployer posting
GoogleStaff Software Engineer, ML Performance, GPU$207K – $300KbaseEmployer posting
Together AIMachine Learning Engineer - Inference$200K – $300KbaseEmployer posting
OptiverMachine Learning Performance Engineer~$200KbaseEmployer posting
LinkedInSr. Staff Software Engineer, AI Infrastructure$198K – $326KbaseEmployer posting
d-MatrixSenior Staff LLM Inference Engineer$195K – $285KbaseEmployer posting
CohereStaff Software Engineer, Inference Infrastructure$190K – $325KbaseEmployer posting
DatabricksStaff Software Engineer- Foundation Model Inference$190K – $265KbaseEmployer posting
NVIDIASenior Inference Engineer, GPU Kernel Optimization$184K – $288KbaseEmployer posting
xAI (SpaceXSI)Software Engineer - Training/Inference (C++)$180K – $440KbaseEmployer posting
BasetenSoftware Engineer - Inference Performance$180K – $360KbaseEmployer posting
SambaNova SystemsSenior AI Performance Engineer$180K – $255KbaseEmployer posting
Fireworks AIMember of Technical Staff, Performance Optimization$175K – $220KbaseEmployer posting
EtchedInference Software Engineer$175K – $400KbaseEmployer posting
AnyscaleDistributed LLM Inference Engineer$170K – $245KbaseEmployer posting
Two SigmaGPU Performance Engineer$165K – $300KbaseEmployer posting
Google (TPU / Cloud AI infrastructure)Senior Performance Codesign Engineer, Google Cloud TPU$163K – $236KbaseEmployer posting
MetaSoftware Engineer, Systems ML - Compilers / Kernels$122K – $181KbaseEmployer posting
Red HatSoftware Engineer (RHOAI, Raleigh)$113K – $154KbaseEmployer posting

Anthropic: Employer-posted base range, seen 16 October 2026.

OpenAI: Employer-posted base range, seen 16 October 2026; equity is additional.

Snowflake: Employer-posted base range, seen 16 October 2026.

Modal: Employer-posted base range, seen 16 October 2026; equity is additional.

Perplexity: Employer-posted base range, seen 16 October 2026; equity is additional.

Google DeepMind: Employer-posted base range, seen 16 October 2026; equity is additional and a bonus target is additional.

Google: Employer-posted base range, seen 16 October 2026; equity is additional and a bonus target is additional.

Together AI: Employer-posted base range, seen 16 October 2026; equity is additional.

Optiver: Employer-posted base range, seen 16 October 2026.

LinkedIn: Employer-posted base range, seen 16 October 2026.

d-Matrix: Employer-posted base range, seen 16 October 2026; equity is additional and a bonus target is additional.

Cohere: Employer-posted base range, seen 16 October 2026; equity is additional.

Databricks: Employer-posted base range, seen 16 October 2026.

NVIDIA: Employer-posted base range, seen 16 October 2026.

xAI (SpaceXSI): Employer-posted base range, seen 16 October 2026.

Baseten: Employer-posted base range, seen 16 October 2026; equity is additional.

SambaNova Systems: Employer-posted base range, seen 16 October 2026.

Fireworks AI: Employer-posted base range, seen 16 October 2026; equity is additional.

Etched: Employer-posted base range, seen 16 October 2026; equity is additional.

Anyscale: Employer-posted base range, seen 16 October 2026; equity is additional.

Two Sigma: Employer-posted base range, seen 16 October 2026.

Google (TPU / Cloud AI infrastructure): Employer-posted base range, seen 16 October 2026; equity is additional and a bonus target is additional.

Meta: Employer-posted base range, seen 16 October 2026; equity is additional and a bonus target is additional.

Red Hat: Employer-posted base range, seen 16 October 2026.

No sourced figure yet

Each of these hires inference engineers, and none has a range we could trace to a posting or an aggregator. They are listed here with no number instead of a guessed one.

PRACTISE THIS

Question topics that test what this guide covers:

FAQ

How much do inference engineers make?▲

In US job postings read in October 2026, base ranges for inference and GPU kernel roles ran from about $124,000 to $195,500 at NVIDIA's entry level to wide multi-level bands such as $350,000 to $850,000 at Anthropic and $266,000 to $555,000 at OpenAI. Equity is extra and can be as large as base at frontier labs.

What is the NVIDIA inference engineer salary?▼
What do inference engineers earn in London or India?▼