Profile cover
E

AI Legal Brief Summarization Engineer

Breva AI

Remote · $100k – $130k / year · Full-time · Posted 4 months ago

No longer accepting applications

This role is no longer accepting applications

Don't miss the next role like this

Create a free profile with your skills. We match you to new AI roles as they open, and companies hiring can contact you directly.

Create free profile, 2 minutes

Similar open roles you can apply to now:

See all open AI jobs

About the role

Our data grows faster than our lawyers can read it. Breva AI processes thousands of legal briefs, court filings, and regulatory submissions every week, and we need an NLP engineer who can build the summarization layer that sits between raw documents and actionable insights. You'll build fine-tuned summarization pipelines using transformer-based models, evaluate output quality with both automated metrics and attorney feedback loops, and iterate on prompt strategies for different document types — from 200-page discovery sets to 3-page motions. You'll work closely with our legal tech product team and directly with practicing attorneys who will tell you exactly what a good summary looks like. Breva's tools are used by boutique litigation firms and in-house legal teams across the US. The summarization engine you build will reduce attorney review time and directly impact billing efficiency. This is NLP with a clear user and a clear metric — not research for its own sake.

Fully remote.

Responsibilities

  • Build and fine-tune legal document summarization pipelines
  • Design prompt strategies for different document categories (briefs, contracts, filings)
  • Own the evaluation framework including automated metrics and attorney feedback integration
  • Partner with product to ship summarization features in the attorney-facing dashboard
  • Monitor model quality and handle regression incidents

Requirements

  • 3+ years NLP engineering experience
  • Hands-on with Hugging Face transformers and fine-tuning workflows
  • Experience with RAG and retrieval-augmented generation patterns
  • Strong Python skills
  • Familiarity with legal document formats is helpful but not required

Benefits

  • Remote-first, async-friendly environment
  • Competitive salary with annual review
  • Legal industry conference sponsorship
  • Home office stipend ($1,500 setup)
  • Health and dental coverage

Keep exploring related roles

Use these topic pages to discover more roles in the same hiring cluster.

Categories

NLP & Prompt Engineering AI Business, Marketing & Strategy

Skills

python langchain hugging face openai api rag

Related remote AI jobs

Nearby roles that share similar skills, categories, or hiring intent.

Browse all jobs

Senior Security Engineer - Detection & Response

Lambda

Full-time Senior

Lead/ Senior Machine Learning Scientist, Integrative Phenotyping

insitro

Full-time Lead

AWS Alliances Lead

LangChain

Full-time Lead

AWS Alliances Lead

LangChain

Full-time Lead

AWS Alliances Lead

LangChain

Full-time Lead

Solutions Engineer, Canada

Glean

Full-time

Job Type

Full-time

Level

Mid-Level

Language

English

Salary Range

$100k – $130k / year

AI Expertise

NLP & Prompt Engineering AI Business, Marketing & Strategy

Skills

python langchain hugging face openai api rag

Ready to apply for this role?

Create a free talent account.

  • Find AI roles in one place
  • Get AI-matched job recommendations
  • Reply to companies that message you
  • Build your public AI talent profile
Create free account & apply Log in

This role is closed. Create your free profile to apply to similar open roles.

Don't miss the next one: get matched to new roles like this.

Create free profile