Applied ML Engineer for AI-Powered Legal Tech

Eve; San Mateo (CA); On-site; 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 Ins.

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 is building a transformative AI-powered platform for plaintiff law firms. We’re hiring a Machine Learning Engineer to own the full ML stack from data curation to production deployment, delivering reliable, high-stakes AI for legal workflows.

You will collaborate with product and legal experts to ship fast, improve reasoning capabilities, and drive end-to-end ML projects that scale with our rapidly growing customer base in the US.

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 operate in real-world conditions, where reliability, accuracy, and domain nuance matter.
• 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

ML in production

AI systems

Analytical methods

Ownership mindset

SOTA research

Job description

Eve is building a transformative AI-powered platform for plaintiff law firms. We’re hiring a Machine Learning Engineer to own the full ML stack from data curation to production deployment, delivering reliable, high-stakes AI for legal workflows.

You will collaborate with product and legal experts to ship fast, improve reasoning capabilities, and drive end-to-end ML projects that scale with our rapidly growing customer base in the US.