Filevine
Legal AI
MedChronSME
Neural analysis suggests this role is
optimal for Mid+ candidates.
“MedChron SME at Filevine. Skills: Medical chronology, Case intelligence, AI output auditing, Dataset annotation. Audit AI outputs. Review medical chronologies”
Industry & Context.
Identify edge cases; Spot AI output flaws; Catch potential errors; Catch hallucinations; Catch documentation oversights
What They're Looking For.
Must Have
3 to 5+ years experience, Personal injury case preparation, Medical-legal consulting, Clinical documentation review, Personal Injury Paralegal background, Legal Assistant background, Nurse Case Manager background, Life Care Planner background, Health Information Billing Specialist background, Expert-level medical record review, Summarize treatments, Navigate provider documentation, Understand medical billing practices, Understand itemized statements, Understand EOBs, Understand insurance billing, Understand CPT codes, Exceptional eye for detail, Spot missing treatment gaps, Spot subtle clinical anomalies, Translate medical jargon, Translate legal jargon, Comfortable with digital tools, Comfortable with software platforms, Comfortable with collaborative environments, Comfortable with remote environments, Work autonomously, Manage time effectively, Work across sprint-based cycles, Interest in legal-tech innovation, Desire to shape AI automation
Nice to Have
AI Curiosity
What You'll Do.
Review medical chronologies
Define pass/fail rubrics
Establish grading scales
Red-team model iterations
Advise product and engineering
Serve as domain consultant
Translate billing complexities
Shape feature roadmap
Provide expert guidance
Refine topic taxonomies
Establish classification rubrics
How You'll Work.
Team & Collaboration
Engineering loops; Product loops; Software engineers
Communication Scope
Cross-disciplinary communication
Process & Methodology
Sprint cycles
Full Job Description
## Description 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. Role Summary: MedChron is evolving from a medical chronology formatter into a cutting-edge Case Intelligence System. We build AI-driven technology that synthesizes complex medical records, flags clinical patterns, detects critical missing documentation, and generates high-stakes case artifacts that trial attorneys stake their reputations on. We don't just process documents; we automate clinical and legal reasoning. To ensure our AI outputs are grounded in reality rather than technical "best guesses," we are embedding deep domain expertise directly into our engineering and product loops. ## What You'll Do Audit AI Outputs: Review AI-generated medical chronologies, gap signals, and summaries to ensure they match real-world clinical and legal reasoning. Identify Edge Cases: Spot instances where AI outputs are technically coherent but clinically flawed, or where an automated "finding" would be dismissed as noise by an attorney. Annotate Datasets: Review, tag, and annotate real medical records to create gold-standard "ground truth" datasets for pipeline testing. Define Pass/Fail Rubrics: Partner with
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