Machine Learning Researcher
Brighterway
Machine Learning Researcher
Brighterway
Builds AI software for workers' compensation claims
Brighterway builds AI-native claims software and administration for casualty claims. We started in workers' compensation medical-legal review, where our agentic document pipeline sorts, de-duplicates and summarizes some of the most document-heavy files in the industry for national medical-evaluation networks. We are now building the claims platform on top of that foundation: intake across mail, fax, phone and email, bill review, subrogation, reserving signals, a workflow language, and state and federal reporting.
We are backed by Y Combinator and Maverick Ventures. Our customers handle protected health information every day, so we run HIPAA, SOC 2 and ISO 27001 programs. The team is small and technical and sits close to customers. Everyone ships, and everyone talks to the people who use what they ship.
Our product is only as good as our ability to read a 3,000-page medical file and come out with the right chronology, the right duplicates removed, and the right facts surfaced. You will push the frontier of that capability: agentic document splitting and sorting, long-context summarization, duplicate and near-duplicate detection, OCR on hostile scans, and evaluation methods that tell us when quality drifts before customers do.
Design and run experiments on LLM-based pipelines for classification, extraction, summarization and reasoning over medical and legal documents.
Build evaluation sets and metrics from real customer feedback, and make quality measurable release to release.
Improve cost, latency and reliability of multi-step agentic pipelines without giving up accuracy.
Work with engineering to move research results into production quickly.
Follow model releases and decide when a new model or technique is worth adopting.
Graduate degree or equivalent research experience in machine learning or NLP, or a strong record of applied ML work.
Hands-on experience with large language models: prompting, fine-tuning, retrieval, evaluation.
Strong Python and the discipline to make experiments reproducible.
Comfort with messy real-world data and imperfect ground truth.
Document AI, OCR or layout analysis experience.
Healthcare or legal NLP experience.
Publications or open-source work in the area.
Small team, high trust, direct access to founders and customers.
We ship to production weekly and measure ourselves on customer outcomes.
Competitive salary and meaningful equity. Health, dental and vision coverage. Flexible time off.
Brighterway is an equal opportunity employer.
Location: San Francisco, CA (in person, Financial District office) Employment type: Full-time
Builds AI software for workers' compensation claims
Brighterway builds AI software and runs claims administration for organizations handling workers' compensation and other casualty claims. Its customers include insurers, self-insured employers and medical examiners who need to turn large medical files into usable case information. The software sorts and deduplicates records, prepares summaries and chronologies, and supports claims work from intake through state reporting. Organizations buy its claims platform for their own teams or use its full-service administration, while examination practices use its record-review tools before preparing medical opinions. Brighterway was founded in 2023 and is headquartered in San Francisco.
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