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Finch Legal

Paralegal and AI tooling for PI

Member of Technical Staff - Applied AI

AI Application EngineeringUpdated on Nov 11
Full-timeNew York, NY, USA$180k - $280k /yr

About the Job

Requirements

  • At least 2 years of experience building reliable, secure software in production and the ability to own systems across the stack.
  • Experience shipping AI-powered products or agents beyond the prototype stage.
  • Experience designing practical evaluations and using them to understand agent behavior, compare approaches, and improve task-completion quality.
  • Proficiency in Python and comfort working with React, large language model APIs, and agent frameworks.
  • Strong instincts for agent design, including context construction, model selection, tool boundaries, structured outputs, failure recovery, and human handoffs.
  • A track record of turning ambiguous, real-world workflows into simple, dependable systems.

Responsibilities

  • Build production-grade voice, browser, document, and workflow agents that move personal injury cases forward.
  • Design long-horizon agent systems, including context, tools, memory, permissions, structured outputs, and human-in-the-loop controls.
  • Own the evaluation flywheel by turning real cases and operator feedback into benchmarks that continuously improve agent quality.
  • Optimize performance through model selection and routing, context engineering, prompting, tool design, and agent observability.
  • Make agents reliable across calls, documents, communications, and third-party portals, including when systems fail or case information changes.
  • Evaluate advances in agentic AI and rapidly ship those that improve quality, speed, or cost.
  • Own critical features end-to-end and work alongside strategy and operations, product, design, and legal teammates.

Desired Qualifications

  • Experience with Pydantic AI or another production agent framework.
  • Experience building voice agents, browser agents, or long-running workflow agents.
  • Familiarity with Django, React, Temporal, Playwright, or AWS.
  • Experience building evaluation systems, agent observability, model routing, or human-in-the-loop review tools.
  • Familiarity with legal technology, healthcare workflows, document processing, or other operationally complex domains.

About the Company

Finch Legal

Paralegal and AI tooling for PI

Finch Legal provides administrative support and AI-powered tools to personal injury law firms, helping them scale their practices. It combines elite paralegal services with next-generation AI to streamline pre-litigation and case management, enabling firms to handle more cases and reach faster resolutions. The product works through a pay-for-work model with flexible options, including settlement-based payments, so clients can control costs without maintaining full-time staff. Security is a priority, with SOC 2 compliance and closed-loop large language models to protect client data. Finch Legal differentiates itself by offering targeted, outcome-focused support for personal injury firms, secure AI tools, and cost-efficient, flexible billing. Its goal is to empower firms to serve more clients with better results while growing their practices efficiently.

Company size
51-200
Company stage
Series A
Total funding
$20M
Headquarters
New York City, New York
Founded
2024

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