Applied ML Engineer, End-to-End Legal AI

Eve; San Francisco (CA); Hybrid; USD 195,000 - 350,000; Full time

Benefits offered by this job

Competitive Salary & Equity

401(k) Program with Employer Matching

Health, Dental, Vision and Life Insu r

Short Term and Long Term Disability

Commuter Benefits

Autonomous Work Environment

Workplace Setup Reimbursement

Telecomm Stipend

Flexible Time Off (FTO) + Holidays

Quarterly Team Gatherings

In office Perks

Job summary

Eve, a California-based legal AI company, is hiring a Machine Learning Engineer to scale the volume and complexity of our AI workflows from intake through resolution.

You will own the full ML stack, from data curation to deployment, building reliable systems with real users and high uptime in a fast-growing, equity-friendly environment.

Collaborate with product and legal experts to ship fast, shape the platform, and advance AI that helps plaintiff firms win more cases.

Qualifications

• 4+ years of engineering experience, with a focus on applied ML/AI products.
• Proven track record of shipping ML systems in production, with real users and high uptime.
• Experience developing advanced AI systems, particularly those that deconstruct complex tasks into manageable steps.
• Strong analytical sense: you build frameworks to measure the metrics that matter and iterate quickly from real usage.
• Ownership mindset: you drive projects end-to-end and thrive on problems that don't have clean answers yet.
• Enjoy following SOTA research into new models and agent architectures.

Responsibilities

• Build AI systems that understand, analyze, and reason across complex legal tasks and queries
• Elevate AI Reasoning: Architect and refine the reasoning capabilities of our models to drive complex, high-stakes decision‑making within the legal domain
• Treat model quality as a first-class ML optimization problem, using real usage data to make our systems more reliable, adaptable, and resilient
• Build rigorous evaluation frameworks that measure AI performance and ensure meaningful, trustworthy outcomes in a high-stakes legal context
• Collaborate Cross‑Functionally: Work closely with product engineers to integrate models into user-facing features, and partner with legal professionals to translate domain expertise into technical requirements.

Skills

Applied ML/AI

Production ML systems

End-to-end ownership

AI reasoning

SOTA research interest

Analytical mindset

Job description

Eve, a California-based legal AI company, is hiring a Machine Learning Engineer to scale the volume and complexity of our AI workflows from intake through resolution.

You will own the full ML stack, from data curation to deployment, building reliable systems with real users and high uptime in a fast-growing, equity-friendly environment.

Collaborate with product and legal experts to ship fast, shape the platform, and advance AI that helps plaintiff firms win more cases.