Applied Methods
~The MetaEngineeringApplied AI Engineer

Applied AI Engineer

Applied AI Engineers design and ship AI-powered features within their company's product, applying large language models, retrieval systems, and agentic workflows to solve specific product problems. They work end-to-end across backend services, APIs, and user-facing interfaces, taking responsibility for building reliable systems that combine model selection, prompt engineering, tool use, and evaluation frameworks. These engineers typically sit within product or platform teams at AI-native companies, collaborating closely with product managers and research teams to translate user workflows into AI-driven experiences that measurably improve speed, accuracy, or capability—distinguishing them from infrastructure engineers building foundational AI platforms or customer-facing services.

$ titles --canonical
Applied AI EngineerAI EngineerSoftware Engineer, Applied AIProduct Engineer, AI
Open Jobs75
Companies Hiring43
$ expectations --role applied-ai-engineer

Measured across 75 of 75 open postings.

92%
expect AI in the role's own work
75% state it as a requirement
39%
work directly with customers
5%
manage people
Mid
most common level
53% of open postings
BY LEVEL

This role is advertised at 3 levels, so a single figure for the role would describe none of them. Experience and pay are the midpoints for each level on its own.

LevelShareMedian yearsMedian pay
Mid53%(40)3$240k
Senior20%(15)4.5—
Staff / Principal20%(15)7.5—

A dash means too few postings stated it to report a midpoint. Most companies do not publish a salary band, so pay is indicative rather than a market rate. 2 levels with fewer than 10 open postings are not shown.

WHAT THEY ASK FOR, VERBATIM

“Experience building production AI systems using LLMs. Experience with modern AI tooling, including OpenAI, Claude, MCP, agent frameworks, vector databases, or retrieval systems.”

Scale AI · Staff Frontier Agents Engineer (Applied AI)

“Practical experience building with modern LLM tooling (agents, tool use, prompt engineering, MCP, and evals) beyond notebook experiments.”

Taktile · Senior AI Tooling Engineer

“AI tooling is already part of how you work — you use it to write, debug, and learn faster”

Abridge · Member of Technical Staff, Intern (Spring 2027)

“often using Codex itself as part of your development process”

OpenAI · Applied AI Engineer, Codex
$ barriers
30%
advertised as remote
of postings that state a work mode
17%
state a degree requirement
88%
still advertised a month later
3 points slower than the board

Requirements are a share of every open posting, so a role missing from this list is one where almost nobody asks. Work mode is different: many postings never say, so that figure counts only the ones that do. A posting stops being advertised when it is filled, cancelled or reorganised, so read the last figure as how long these stay on the market, not as time to hire.

$02

Skills

What companies are looking for in this role.

$ skills --core

Full-stack product engineering

43%

Backend and API engineering

36%

ML systems development

23%

Frontend interface engineering

9%

Monitoring and observability

9%

Data pipeline engineering

8%
$ skills --emerging

LLM application development

64%

AI evaluation design

49%

Agent workflow design

37%

Agent system architecture and development

37%

Prompt and context engineering

16%

Retrieval and ranking systems

16%

Inference performance optimization

16%

AI-assisted development workflow

16%

Enterprise AI solution architecture

15%

AI-native product design

15%

AI workflow automation

11%

Hands-on AI tool fluency

11%

AI safety and guardrails

11%
$ skills --soft

Customer-facing technical delivery

29%

Technical communication

17%

Rapid prototyping and iteration

17%
$03

Technology

The tools and technologies that define this role.

$ tech --language
Pythonhigh
TypeScriptmoderate
SQLlow
$ tech --framework
LangChainlow
Node.jslow
PyTorchlow
Reactlow
TensorFlowlow
$ tech --platform
AWSlow
Azurelow
Claudelow
Google Cloud Platformlow
OpenAI APIlow
$ tech --tool
Codexlow
$ tech --concept
AI agentsmoderate
Large language modelsmoderate
Agentic workflowslow
Foundation modelslow
Generative AIlow
LLM APIslow
Machine learninglow
Model Context Protocollow
RAGlow
REST APIlow
Vector databaseslow
$04

Open Jobs

75 open Applied AI Engineer jobs across 43 companies.

Scale AI3d
Staff Frontier Agents Engineer (Applied AI)
San Francisco, CA; New York, NY·Engineering
Scale AI4d
Senior Software Engineer, AI Operations, GPS
Doha, Qatar·Engineering
Taktile1w
Senior AI Tooling Engineer
Berlin Office·Engineering
Abridge1w
Member of Technical Staff, Intern (Spring 2027)
SF Office·Engineering
OpenAI2w
Applied AI Engineer, Codex
Paris, France·Engineering
OpenAI2w
Applied AI Engineer, Codex
Munich, Germany·Engineering
OpenAI2w
Applied AI Engineer, Codex
Madrid, Spain·Engineering
Anthropic2w
Software Engineer, Labs
San Francisco, CA | New York City, NY | Seattle, WA·Engineering
Shield AI2w
Staff Engineer, AI Operations & Governance, Workplace AI (R5428)
Remote·Engineering
Writer2w
AI engineer (UK)
London, UK·Engineering
Writer2w
Software engineer, generative AI (UK)
London, UK·Engineering
Writer2w
Software engineer, generative AI
San Francisco, CA·Engineering
Writer2w
AI engineer
San Francisco, CA·Engineering
Figma2w
Software Engineer - Machine Learning (London, United Kingdom)
London, England·Engineering
Neural Concept2w
AI Workflows Engineer - UK
Cambridge·Engineering
OpenAI2w
Software Engineer, Plugin Ecosystem
San Francisco·Engineering
OpenAI3w
Applied AI Engineer
Singapore·Engineering
Numeric3w
Software Engineer, Applied AI
San Francisco·Engineering
CHAOS Industries3w
Applied AI Engineer
San Francisco, California, United States·Engineering
Waabi4w
Senior / Staff Software Engineer, AI Tooling
Toronto, ON·Engineering