Machine Learning Engineer

Eve
San Mateo
Workplace: HybridFull timeUSD 195,000 - 350,000 annuallyFunction: Data Science & Machine LearningExperience: 4+ yearsSkills: ["Ownership","Curiosity","Collaboration","Analytical thinking"]

Build and improve applied ML systems for high-stakes legal AI workflows, owning the full lifecycle from data curation to evaluation and production deployment. Architect and refine reasoning capabilities to handle complex legal tasks, treat model quality as a first-class optimization problem using real usage data, and develop rigorous evaluation frameworks. Collaborate with product engineers to integrate models into user-facing features and work with legal professionals to translate domain expertise into technical requirements.

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FursaFursa
Eve
Eve
5 months ago

Machine Learning Engineer

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Canonical indexed version, validated from employer's careers page.

Source: Company careers pageValidated by: Fursa AI
Last checked: 19 hours agoStatus: Live

Job Summary

Build and improve applied ML systems for high-stakes legal AI workflows, owning the full lifecycle from data curation to evaluation and production deployment. Architect and refine reasoning capabilities to handle complex legal tasks, treat model quality as a first-class optimization problem using real usage data, and develop rigorous evaluation frameworks. Collaborate with product engineers to integrate models into user-facing features and work with legal professionals to translate domain expertise into technical requirements.
Location: San Mateo
Workplace: Hybrid
Employment Type: Full time
Job Function: Data Science & Machine Learning
Seniority: Mid level

Key Responsibilities

  • •Build and improve applied ML systems that analyze and reason across complex legal tasks and queries.
  • •Architect and refine AI reasoning capabilities for high-stakes decision-making in the legal domain.
  • •Optimize model quality using real usage data to improve reliability, adaptability, and resilience.
  • •Create rigorous evaluation frameworks to measure AI performance and ensure trustworthy outcomes.
  • •Collaborate with product engineers to integrate models into user-facing features and partner with legal professionals on technical requirements.

Pay and Benefits

Salary: USD 195,000 - 350,000 annually
Perks:Health InsuranceDentalVision401k

Key Requirements

  • •4+ years of engineering experience focused on applied ML/AI products.
  • •Experience shipping ML systems in production with real users and high uptime.
  • •Ability to build advanced AI systems that deconstruct complex tasks into manageable steps.
  • •Strong analytical skills to build measurement frameworks and iterate from real usage data.
  • •Ownership mindset to drive end-to-end projects, including ambiguous problems.
Experience:4+ yearsLegal technologyAI
Skills:OwnershipCuriosityCollaborationAnalytical thinking
Languages:English
Tech Stack:OpenAIAnthropic

Company Brief

Eve
Eve is a legal AI platform for plaintiff law firms. Its EveOS product helps firms with intake, case analysis, drafting, discovery, and legal research, aiming to improve efficiency, compliance, and case outcomes across high-volume plaintiff practices.
Industry: LegalTech
Company Size: Medium (51 to 250 employees)
Growth: Scaleup
Headquarters: San Mateo, United States
WebsiteLinkedIn