About Eve
Eve is redefining legal technology for plaintiff law firms, and we're building the team that will take us there. We help firms handle more cases, recover more for clients, and grow with AI that works across every stage of a case, from intake through resolution. The next generation of great plaintiff firms will be AI-Native, and Eve is how they get there. But what makes Eve different isn't just the product. It's how we build it. If you're someone who takes ownership, stays curious, and wants to build AI that's already changing how law is practiced, this is where you belong.
Product-market fit: Eve is trusted by over 1000+ law firms, and we’re growing fast.
Backed by top investors: We’ve raised over $160M from world-class partners including Spark Capital, Andreessen Horowitz(A16z), Menlo Ventures, and Lightspeed.
Built by a world-class team: Engineers, designers, and operators from places like Scale, Meta, Airbnb, Cruise, Square, Rubrik, and Lyft are building Eve from the ground up.
AI-Native from day one: We’re on the bleeding edge of AI, collaborating directly with teams at OpenAI and Anthropic to build best-in-class AI workflows tailored for legal work.
Explosive growth: We are growing 2X revenue Quarter over Quarter.
About the Role:
AI at Eve isn't a feature — it's the foundation. We're hiring an Machine Learning Engineer as the volume and complexity of legal AI workflows in our system scale rapidly. As more firms rely on Eve to automate high-stakes legal work — from intake through resolution — we need engineers who can push our models and agent systems to be faster, smarter, and more reliable.
You'll own the full stack of applied ML — from data curation to evaluation and production deployment — building systems that handle the kind of complex, high-stakes reasoning that most AI products never have to touch. Working closely with product and legal experts, you'll ship fast, drive projects end-to-end, and help shape both the platform and the future of legal AI.
What You'll Do:
You'll build and improve ML systems that operate in real-world conditions, where reliability, accuracy, and domain nuance matter. At Eve, you will:
- 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.
What We're Looking For:
You're a product-minded Machine Learning Engineer who enjoys building real systems people depend on. You'll likely have:
- 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
Final compensation will be determined based on a variety of factors, including but not limited to relevant experience, skills, interview performance, and the scope and level of the role and candidate.
Benefits
💰 Competitive Salary & Equity
💹 401(k) Program with Employer Matching
⚕️ Health, Dental, Vision and Life Insurance
🩼 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*
Eve Legal is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to your recruiter.
We may use artificial intelligence (AI) tools to support parts of the hiring process. These tools assist our recruitment team but do not replace human judgment. Final hiring decisions are ultimately made by humans. If you would like more information about how your data is processed, please contact us.
Skills Required
- Bachelor's or Master's degree in Machine Learning, AI, Computer Science, or related field
- Proven experience developing advanced AI systems
- Experience in shipping ML systems in production
- Proficiency in optimizing and fine-tuning AI models
- Strong analytical skills to measure and assess AI performance
What the Team is Saying
What We Do
Eve Legal is pioneering the future of legal technology by focusing on AI-driven solutions that empower plaintiff-side law firms. With a robust platform designed for efficiency and effectiveness, Eve leverages artificial intelligence to streamline case analysis, enhance decision-making, and optimize client outcomes. Our mission centers on providing attorneys with the tools needed to stay competitive and navigate the legal landscape effectively, especially in an era where demands on legal professionals continue to grow. Eve’s commitment to innovation is evident in their focus on speed, scalability, and reliability. The platform supports legal teams in managing high caseloads with fewer resources, reducing the time spent on routine tasks, and enhancing the ability to focus on high-impact work. Through deep industry insights and a user-centric approach, Eve is setting a new standard in legal tech by combining technical excellence with a nuanced understanding of the plaintiff-side practice needs. With a core belief in elevating legal practices through visionary tools, Eve is committed to reshaping the way legal professionals serve their clients, improving access to justice, and fostering a more efficient legal ecosystem.
Why Work With Us
You’ll join a high-performing team that thrives on collaboration, grit, and innovation. We value excellence, visionary thinking, and elevation as we tackle ambitious goals. Enjoy a supportive, growth-oriented environment with a robust benefits package, where everyone’s contributions are valued, and real impact in legal tech is made together.
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Eve Offices
Hybrid Workspace
Employees engage in a combination of remote and on-site work.
We are located at a beautiful office on 3rd Ave in the heart of San Mateo and 2 blocks from Caltrain. Some of our teams are remote while others have a hybrid model of coming into the office 3 days/week and remote 2 days/week.
