Applied Methods
~The MetaEngineeringApplied AI Engineer

Applied AI Engineer

Applied AI Engineers build intelligent features into products by integrating LLMs, retrieval systems, and AI APIs to solve real business problems. Day-to-day, they prototype and productionize AI-powered workflows—from designing agent architectures and evaluation frameworks to implementing retrieval pipelines and optimizing inference costs at scale. They sit between product and infrastructure teams, combining hands-on engineering with deep customer collaboration to ship features that work reliably in production. Unlike ML Engineers who train models or Forward Deployed Engineers who embed at customer sites, Applied AI Engineers own the full stack of AI integration within their own organization's products, from architecture decisions to code contributions and technical mentorship.

$ titles --canonical
Applied AI EngineerAI EngineerAI Deployment EngineerProduct Engineer, AI
14open jobs
8companies hiring
$02

Skills

What companies are looking for in this role.

$ skills --core

Serving as a deep technical advisor to customers and partners, understanding their requirements and guiding them through product adoption and deployment

95%

Designing and architecting scalable AI systems and workflows, including agent design and context engineering

93%

Hands-on prototyping and pair programming with customer engineering teams to accelerate development

92%

Creating technical documentation, tutorials, and sample code for developer audiences

90%

Developing custom evaluation frameworks and benchmarks to assess AI system performance

88%

Conducting code reviews and technical workshops to help customers build state-of-the-art AI products

85%

Identifying patterns across customer engagements and contributing product insights back to internal teams

82%
$ skills --emerging

Designing and implementing AI agent architectures that integrate into production workflows

85%

Optimizing costs and performance of large language model deployments in production environments

72%

Building ecosystem-level tooling and infrastructure such as servers and reusable agent skills

68%
$ skills --soft

Collaborating cross-functionally with product, engineering, research, and sales teams to align customer needs with technical solutions

93%

Translating business requirements into technical architecture and product strategy recommendations

88%

Communicating complex AI technical concepts to diverse stakeholders including non-technical executives

80%

Building and maintaining strong relationships with customers through on-site visits and continuous engagement

75%

Owning end-to-end execution of high-stakes projects with multiple moving parts

72%

Identifying technical challenges unique to specific domains and contributing improvements back to product teams

70%
$03

Technology

The tools and technologies that define this role.

$ tech --language
Pythonhigh
$ tech --framework
MCPmoderate
$ tech --platform
Claudevery high
GPUmoderate
Kuberneteslow
$ tech --tool
Benchmarkshigh
Evaluation frameworkshigh
Dockerlow
$ tech --concept
APIvery high
LLMvery high
Agentshigh
Fine-tuningmoderate
Prompt engineeringmoderate
$04

Open Jobs

14 open Applied AI Engineer jobs across 8 companies.

CoreWeave3d
Senior Software Engineer, Applied AI
New York, NY/Bellevue, WA·Engineering
Notion4d
Software Engineer, AI Workflows
San Francisco, California·Engineering
Anthropic2w
Applied AI Engineer, Life Sciences (Beneficial Deployments)
San Francisco, CA | New York City, NY·Engineering
Anthropic2w
Applied AI Engineer (Startups)
San Francisco, CA | New York City, NY·Engineering
Anthropic2w
Applied AI Engineer
Tokyo, Japan·Engineering
Anthropic2w
Applied AI Engineer (Digital Natives Business)
San Francisco, CA | New York City, NY | Seattle, WA·Engineering
Anthropic2w
Applied AI Engineer, Beneficial Deployments
San Francisco, CA | New York City, NY·Engineering
Anthropic2w
Applied AI Engineer
London, UK·Engineering
Anthropic2w
Applied AI Engineer
Seoul, South Korea·Engineering
OpenAI1mo
Senior Legal Solutions Architect
San Francisco·Engineering
n8n3mo
Sr AI Engineer | Remote - Europe | TS/Vue/NodeJS
Berlin Office·Engineering
Luminance10mo
AI Engineering Intern
Engineering
Mistral AI1y+
Applied AI Engineer, Senior/Staff Devops/SRE - EMEA
Paris·Engineering
Granola1y+
AI Engineer
London·Engineering