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February 10, 2026
·
Upstate NY
LLM Healthcare Job Classification
See a live demo of an LLM pipeline classifying and structuring thousands of healthcare jobs weekly, using OpenAI for specialty, shift, and experience, with real code and prompt engineering insights.
Overview
Live demo of a production system that scrapes nursing jobs from 15+ healthcare employers (Workday, Symphony Talent, Phenom APIs), then uses OpenAI API to:
- Classify jobs by specialty, shift type, experience level, and remote/hybrid/onsite
- Transform messy ATS descriptions into structured, readable formats using employer-specific prompts
I’ll show the actual code, the prompt engineering decisions, and how we handle edge cases like insurance companies vs hospital systems needing different formatting rules.
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Tech stack