We Built an Autonomous Recruitment Intelligence System
PhysicianWork needed to find, score, and reach hospitals with physician vacancies — before competitors even knew the opening existed. Here's the system Markstry built to make that happen.
THE CLIENT
PhysicianWork is the original physician job platform — founded in 1999, it was the undisputed market leader in physician recruiting for over a decade. In 2025, it relaunched as a physician intelligence and recruiting platform with 166,000+ verified physician profiles, 40+ search filters, and direct employer access starting at $199/month.
The platform had the data. What it needed was a system to identify high-value opportunities in real time and reach decision makers at scale — without building a traditional sales team.
KEY FACTS
Platform
physicianworkrpo.com
Founded
1999 (Relaunched 2025)
Database
166,000+ Verified Physician Profiles
Pricing
Starting at $199/month
Category
Physician Recruitment Intelligence
Engagement
Active — System Live & Operating
THE PROBLEM
The Math Behind Physician Vacancies
PhysicianWork had the platform to replace expensive recruiting firms. But reaching the right hospital decision maker — the CMO, the Medical Director, the VP of Physician Recruitment — before a competitor locks in the engagement? That requires intelligence infrastructure, not just a database.
WHAT MARKSTRY BUILT
9 Integrated Systems. One Autonomous Pipeline.
This isn't a landing page and an ad campaign. It's a fully autonomous intelligence and outreach engine — scraping, scoring, enriching, and generating personalized outreach without human intervention.
Vacancy Scraping
Database
Action Score
Contact Enrichment
Facility Intel
AI Brain
Lead Magnets
Email Infra
Dashboard
Vacancy Scraping
Database
Action Score
Contact Enrichment
Facility Intel
AI Brain
Lead Magnets
Email Infra
Dashboard
Automated scrapers monitor the top physician job boards — pulling live postings in real time.
- 1,500+ postings indexed and updated daily
- Agency keyword filter excludes competitor postings from the dataset
- Specialty extraction and data cleanup runs automatically every 6 hours
Three intelligence layers run continuously to surface actionable signals before they hit the market.
- Direct newsroom scraping — monitors hundreds of health system newsrooms every 6 hours
- RSS monitoring — major healthcare trade feeds and industry publications
- AI-powered deep research on key accounts every 12 hours, regular facilities every 72 hours, decision makers every 24 hours
- Events classified automatically: leadership change, service line expansion, new facility, acquisition, physician hiring
- Each signal gets an actionability score and recommended outreach play
REAL SIGNAL DETECTED
A Midwest cancer institute announced a CON-approved 29,000 sq ft expansion with a new president appointed. The system detected the signal, pulled 31 oncology physicians within 75 miles, generated a personalized 3-touch email sequence, and prepared the outreach — all automatically.
THE RESULT
A System That Wakes Up Before the Sales Team
Every morning, PhysicianWork wakes up to a ranked list of the highest-value physician vacancy opportunities in the US — with verified decision maker contacts, real physician supply data within 75 miles, facility intelligence signals, and personalized outreach ready to approve and send.
Zero manual prospecting. Fully built and operated by Markstry.
This Is What We Build.
Not templates. Not ad campaigns. Autonomous systems that find, score, and reach your highest-value opportunities — before your competitors know they exist.
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