LogicMonitor

Sr. Evaluation Engineer

LogicMonitor$158K — $217K *
Information Technology
5 - 7 years of experience
Job Overview by Ladders

Qualifications

  • 5+ years in software engineering, machine learning, or applied AI
  • Strong Python engineering skills for production systems
  • Experience in AI evaluation and quality frameworks
  • Familiarity with LLM and agent evaluation frameworks like LangSmith and OpenAI Evals
  • Deep understanding of LLMs, retrieval-augmented generation, and prompt engineering
  • Skill in translating expert judgment into test cases and evaluation rubrics
  • Experience with regression testing and behavioral drift detection

Responsibilities

  • Define quality metrics for incident diagnostics and operational effectiveness
  • Build evaluation pipelines in Python and integrate with CI/CD processes
  • Lead the development of golden datasets and regression test suites
  • Create customer-specific scenarios for varied operational contexts
  • Develop diverse test cases using human and AI-generated methods
  • Treat evaluation datasets as evolving components within Edwin AI
  • Monitor AI quality and behavioral drift, incorporating feedback into tests

Benefits

  • Comprehensive health, dental, and vision coverage
  • Generous parental leave policies
  • Access to Employee Assistance Program and Wellness programs
  • 401K with company matching
  • Lifestyle Spending Account
  • Unlimited vacation policy
Full Job Description
This role is open to candidates based in or near San Francisco, CA. At LogicMonitor, we hire within our Centers of Energy-vibrant locations where our teams connect, collaborate, and innovate.

What You'll Do:

LogicMonitor® is the AI-first hybrid observability platform powering the next generation of digital infrastructure. LogicMonitor delivers complete visibility and actionable intelligence across on-premises, cloud, and edge environments. By anticipating issues before they strike, optimizing resources in real time, and enabling faster, smarter decisions, LogicMonitor helps IT and business leaders protect margins, accelerate innovation, and deliver exceptional digital experiences without compromise.

Our customers love LogicMonitor's ability to bring cloud and traditional IT together into one view, as seen in minimal churn rates, expansion business, and exciting new customer references. In fact, LogicMonitor has received the highest Net Promoter Score of any IT Infrastructure Management provider. LogicMonitor also boasts high employee satisfaction. We have been certified as a Great Place To Work®, and named one of BuiltIn's Best Places to Work for the seventh year in a row!

Edwin AI is LogicMonitor's AI-powered observability and incident intelligence platform. It helps enterprise operations teams investigate incidents, identify root causes, recommend remediation, and automate operational workflows.

As a Senior AI Engineer, Evaluations, you will design and build the evaluation systems that guide how Edwin AI is developed, tested, and released. You will create production-grade evaluation pipelines, golden datasets, automated graders, and regression frameworks for AI agents, retrieval systems, tool integrations, and complex investigation workflows.

Here's a closer look at this key role:
  • Define quality metrics for incident diagnostics, root-cause analysis, alert correlation, grounding, tool use, safety, and operational usefulness.
  • Build offline and online evaluation pipelines in Python and integrate them with CI/CD, experimentation, model selection, prompt iteration, and release gating.
  • Lead the creation and maintenance of golden datasets and regression suites using alerts, events, metrics, logs, traces, topology, configuration data, incident timelines, change records, ITSM workflows, and historical investigation outcomes.
  • Build representative, customer-specific scenarios covering different technologies, failure modes, operational patterns, and environmental constraints.
  • Use human-authored and AI-assisted methods to generate regression, edge, adversarial, rare, ambiguous, and incomplete-context test cases.
  • Treat evaluation datasets and test suites as first-class components that evolve alongside Edwin AI.
  • Design step-level and trajectory-level evaluations for multi-step and multi-agent workflows.
  • Assess both final outcomes and intermediate behavior, including planning, reasoning consistency, retrieval, evidence use, tool selection, tool parameters, state transitions, escalation decisions, and human-in-the-loop approvals.
  • Identify whether failures originate from models, prompts, retrieval, data quality, tools, agent logic, orchestration, or infrastructure.
  • Evaluate capabilities including incident investigation, on-call assistance, operational question answering, change-impact analysis, remediation recommendations, automated resolution, infrastructure operations, and ITSM and observability integrations.
  • Design and calibrate LLM-based graders against expert human judgment.
  • Monitor AI quality and behavioral drift in production, and convert failures and customer feedback into new tests and safeguards.
  • Establish evaluation-driven development practices and mentor other engineers.

What You'll Need:
  • 5+ years of experience in software engineering, machine learning, applied AI, or a related field.
  • Strong Python engineering skills and experience building production systems.
  • Hands-on experience with AI evaluation, experimentation, testing, and quality frameworks.
  • Experience using multiple LLM and agent evaluation frameworks, such as LangSmith, Arize Phoenix, Braintrust, DeepEval, Ragas, TruLens, OpenAI Evals, MLflow, or comparable platforms.
  • Ability to select, customize, and integrate evaluation frameworks for offline testing, online monitoring, regression analysis, experimentation, model and prompt comparison, and release gating.
  • Strong understanding of LLMs, agents, retrieval-augmented generation, prompt engineering, tool calling, and context engineering.
  • Experience evaluating non-deterministic, multi-step, or multi-agent AI systems.
  • Ability to translate human and domain-expert judgment into test cases, evaluation rubrics, scoring functions, and automated graders.
  • Experience with LLM-as-a-judge techniques, including grader design, calibration, reliability measurement, and alignment with expert human judgment.
  • Experience with regression testing, CI/CD, production monitoring, behavioral drift detection, and failure analysis.
  • Strong analytical, systems-thinking, and communication skills.

Anticipated Application Close Date: 11/02/26

LogicMonitor is dedicated to fostering a culture of transparency and fairness, including our commitment to pay transparency. We provide the base salary ranges for all positions posted within the United States.

Compensation packages at LogicMonitor for eligible roles include base salary, a variable plan depending on role, along with comprehensive benefits. The range displayed on each job posting reflects the minimum and maximum base salary target for new hires in the position, determined by work location and additional factors, including job-related skills, experience, interview performance, and relevant education or training. As part of our holistic compensation philosophy, your package will also include, but is not limited to: Comprehensive health, dental and vision coverage, generous parental leave policies, access to our Employee Assistance Program and various Wellness programs, a 401K with company matching, a Lifestyle Spending Account, and an unlimited vacation policy. For more information on our benefits, see our careers page.

The Base Salary range for this role is:

$158,400-$217,800 USD

Our goal is to ensure an accessible and inclusive experience for every candidate.

If you need a reasonable accommodation during the application or interview process under applicable local law, please submit a request via this Accommodation Request Form.

Know your rights: workplace discrimination is illegal. Please click here to review LogicMonitor's U.S. Pay Transparency Nondiscrimination Provision.

About LogicMonitor

LogicMonitor is a software company that provides cloud-based infrastructure monitoring solutions to businesses. The company was founded in 2007 and is headquartered in San Francisco, California. LogicMonitor's software is designed to help businesses monitor their IT infrastructure, including servers, networks, and applications. The company's software is used by a wide range of businesses, including those in the healthcare, financial services, and technology industries. LogicMonitor has a strong focus on customer service and provides ongoing support to its clients.
Learn more about LogicMonitor
Size
800 employees
Industry
Founded
2008

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