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Legal Engineer at Filevine · Katori

Filevine is a Legal AI company delivering Legal Operating Intelligence for the future of legal work. Grounded in a singular system of truth, Filevine brings together data, documents, workflows, and teams into one unified platform—where modern legal work happens with clarity and consistency.

Powered by LOIS, the Legal Operating Intelligence System, Filevine connects context across every matter to transform legal operations from reactive to proactive. LOIS reads, understands, and reasons across your data to surface insight, automate complexity, and give professionals the clarity and confidence to see more, know more, and do more. Fueled by a team of exceptional collaborators and innovators, Filevine’s rapid growth has earned AI awards and recognition from Deloitte and Inc. as one of the most innovative and fastest-growing technology companies in the country.

Our AI and Machine Learning teams build systems that help legal professionals reason over case data, understand documents, generate work products, retrieve grounded answers, and automate high-value legal workflows. This work requires strong technical execution, but also deep legal judgment. We need people who can help define what high-quality legal AI output looks like and ensure our systems work in the context of real legal practice.

We’re looking for a Legal Engineer to work closely with our Machine Learning Engineers, Product, Software Engineering, and Data Annotation teams. This role sits at the intersection of legal practice, AI product development, data quality, and model evaluation. It is not a traditional legal counsel role; we want someone who can translate legal workflows into clear product and ML requirements, evaluate model behavior, identify legal edge cases, and help build AI systems that legal professionals can trust.

Key responsibilities

Work closely with ML engineers, data scientists, product managers, and engineering teams to improve AI capabilities across Filevine’s legal workflows

Translate legal tasks, documents, workflows, and user expectations into clear requirements for AI systems, prompts, retrieval pipelines, evaluations, and product behavior

Define what “good” looks like for legal AI outputs, including accuracy, completeness, grounding, citations, tone, usability, and appropriate handling of uncertainty

Review and evaluate model outputs across use cases such as case summarization, document analysis, deposition workflows, demand generation, medical chronology, intake, task automation, and matter-level Q&A

Create and maintain evaluation rubrics, golden answers, annotation guidelines, failure-mode taxonomies, and workflow-specific quality standards

Partner with data annotation teams to design review workflows, calibrate reviewers, resolve ambiguity, and improve the legal relevance and consistency of labeled data

Identify legal and workflow-specific edge cases, hallucination patterns, citation failures, missing context, and product behaviors that could reduce user trust

Provide structured feedback to ML and Product teams on model performance, product gaps, data quality issues, workflow friction, and opportunities for improvement

Help refine prompts, retrieval strategies, agent workflows, and human-in-the-loop review patterns for legal use cases

Who are we looking for

Strong communication and writing skills in English

JD or equivalent legal training, with practical experience in a law firm, legal department, government legal office, or legal operations environment

Strong understanding of legal workflows, legal documents, matter management, and how attorneys, paralegals, and legal staff work in practice

Ability to evaluate legal content carefully, identify missing context or inaccuracies, and explain why an AI output is or is not useful to a legal professional

Strong interest in AI, machine learning, legal technology, document intelligence, and workflow automation

Experience with AI tools, prompt engineering, evaluation workflows, document review, knowledge systems, or data annotation processes is a plus

Ability to create clear rubrics, examples, test cases, review guidelines, and structured feedback for technical and non-technical audiences

Comfort working closely with engineers, ML teams, product managers, designers, and data annotation partners in a fast-moving product development environment

Experience in litigation, personal injury, insurance defense, immigration, mass torts, corporate legal, or other high-volume legal workflows is a plus

Ability to meet periodically in our office, as we value in-person collaboration

Compensation for this role starts at 100,000 CZK.

This opportunity is for independent contractors and is not intended to establish an employment relationship. Contractors are responsible for their own taxes and compliance with applicable laws in their jurisdiction.

This role is open exclusively to candidates currently residing in, or willing to relocate to, Czechia or Slovakia with the legal right to work in these countries. Unfortunately, we are unable to consider applications from candidates based outside of these locations due to operational and regulatory requirements

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Legal Engineer

Legal Engineer

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Key responsibilities

Who are we looking for