Forward-Deployed AI Engineer

croutch & associates • San Francisco Bay Area
Relocation
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AI Summary

Seeking a Forward-Deployed AI Engineer to embed AI monitoring and evaluation solutions into customer production environments. This role requires strong software engineering skills, customer-facing technical leadership, and the ability to troubleshoot complex production challenges. Ideal candidates are experienced software engineers with a passion for AI and customer success.

Key Highlights
Embed AI monitoring and evaluation capabilities into customer production environments.
Combine deep software engineering expertise with customer-facing technical leadership.
Partner with customers to integrate AI observability solutions and troubleshoot production challenges.
Key Responsibilities
Deploy AI monitoring, evaluation, and observability solutions within customer production environments.
Integrate AI and LLM-based systems into existing workflows and applications.
Work directly within customer codebases to diagnose issues and optimize system performance.
Guide customers through architecture and implementation decisions.
Lead customer engagements from discovery through deployment and long-term adoption.
Translate business objectives into scalable technical solutions.
Collaborate with product and engineering teams to influence future platform development.
Gather customer feedback and convert insights into product recommendations.
Technical Skills Required
Software Engineering Full-stack Engineering Backend Engineering AI Machine Learning LLMs Agents Observability Monitoring Evaluation Cloud Environments Distributed Systems
Benefits & Perks
$200,000 - $300,000 Base Salary
Equity
Relocation Available
Nice to Have
Experience with AI agents, LLM applications, or applied AI systems
Experience with observability, monitoring, evaluation, or analytics platforms
Previous Forward-Deployed Engineering or Solutions Engineering experience
Startup experience, particularly as an early employee
Experience building products from 0 to 1
Strong backend and infrastructure expertise
Experience working with modern cloud environments and distributed systems
Entrepreneurial mindset with aspirations toward technical leadership or company building

Job Description


Forward-Deployed AI Engineer


Croutch & Associates | San Francisco, CA (Onsite 5 Days/Week)

Compensation: $200,000 - $300,000 Base Salary + Equity

Location: San Francisco, CA (Relocation Available for Exceptional Candidates)


About the Opportunity

Croutch & Associates is partnering with a rapidly growing AI technology company that is redefining how organizations monitor, evaluate, and optimize AI agents in production environments.

Our client has secured significant venture backing and is building infrastructure that helps organizations understand, measure, and improve AI agent behavior at scale. Their platform supports engineering teams deploying autonomous systems into mission-critical environments, providing visibility into performance, reliability, and behavioral outcomes after deployment.

This is a unique opportunity to join a highly technical team of builders, innovators, and future founders who are shaping the next generation of AI infrastructure.


The Role

We are seeking a Forward-Deployed AI Engineer to work directly with customers, embedding AI monitoring and evaluation capabilities into real-world production environments.

This position combines deep software engineering expertise with customer-facing technical leadership. You will partner closely with engineering teams, integrate AI observability solutions into customer systems, troubleshoot production challenges, and ensure successful deployment and adoption.

The ideal candidate is a strong software engineer who enjoys solving complex technical problems while working directly with customers to deliver measurable outcomes.


What You'll Do

  • Deploy AI monitoring, evaluation, and observability solutions within customer production environments
  • Integrate AI and LLM-based systems into existing workflows and applications
  • Work directly within customer codebases to diagnose issues and optimize system performance
  • Guide customers through architecture and implementation decisions
  • Lead customer engagements from discovery through deployment and long-term adoption
  • Translate business objectives into scalable technical solutions
  • Collaborate with product and engineering teams to influence future platform development
  • Gather customer feedback and convert insights into product recommendations


Required Qualifications

  • 3-7 years of professional software engineering experience
  • Strong full-stack or backend engineering background
  • Experience delivering production-ready software from concept through deployment
  • Exposure to AI, machine learning, LLMs, agents, or related technologies
  • Experience deploying software into production environments
  • Strong customer-facing communication and consulting skills
  • Ability to simplify complex technical concepts for diverse audiences
  • Proven ability to solve ambiguous technical challenges independently
  • Interest in working closely with customers and owning outcomes end-to-end
  • Based in San Francisco or willing to relocate
  • Ability to work onsite five days per week


Preferred Qualifications

  • Experience with AI agents, LLM applications, or applied AI systems
  • Experience with observability, monitoring, evaluation, or analytics platforms
  • Previous Forward-Deployed Engineering or Solutions Engineering experience
  • Startup experience, particularly as an early employee
  • Experience building products from 0 to 1
  • Strong backend and infrastructure expertise
  • Experience working with modern cloud environments and distributed systems
  • Entrepreneurial mindset with aspirations toward technical leadership or company building


What Success Looks Like

  • Successful deployment of AI monitoring and evaluation systems across customer environments
  • Strong customer adoption and long-term platform utilization
  • Trusted technical advisor relationships with customer engineering teams
  • Direct impact on product direction through customer feedback and implementation insights
  • Ownership of complex technical projects from implementation through production success


Compensation

  • Junior Level (Approximately 3 Years Experience): $200,000 Base
  • Mid-Level to Senior Engineers (3-7 Years Experience): Up to $300,000 Base
  • Exceptional AI Engineering Leaders: Compensation may exceed stated range based on experience and impact

Apply

Interested candidates should apply directly here on this post with Croutch & Associates.

We are actively interviewing and looking to move quickly for qualified candidates.


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