The 5-Hour Bottleneck
Clinical research recruiting requires deep domain expertise. Recruiters were drowning in 200+ resumes per role, manually checking for GCP, Therapeutic Areas, and CTMS proficiency.
The Manual Workflow
- 01Manually scan 100+ PDF resumes for niche keywords (Veeva, Medidata, Oncology).
- 02Hand-verify GCP certifications and FDA Phase I-IV experience.
- 03Write 45-minute "Vetting Memos" explaining candidate fit to employers.
- 04Sync spreadsheets across the team via email threads.
95% Efficiency Loss
Qualified candidates were slipping through because of manual screening fatigue.
A Three-Layer Architecture
I architected 'CR Recruit' as a modular ecosystem where the platform, the AI, and the automation work in concert.
Layer 1: The Platform
A secure, role-based Talent Acquisition System managing candidates, employers, and job postings with enterprise-grade Auth.
The Gemini 'Consultative' Edge
How we automated the specific nuance that differentiated this system from generic agencies: the Vetting Memo.
4-Dimension Scoring Rubric
Years in field, Therapeutic area match
GCP, ICH guidelines, FDA compliance
Depth in specific disease state
Communication signals, leadership
"Sarah Chen brings 7 years of oncology Phase III trial management with Medidata Rave proficiency, directly matching the site's CTMS requirement. Her experience managing 12-site multi-regional trials positions her well for the Study Director role overseeing 8 US sites. Notable strength: she has led 3 successful FDA inspections..."
The 10 Automation Engines
I deployed 10 production n8n workflows to manage the repetitive operational logic, decoupling automation from the core CR Recruit codebase.
Placement Onboarding
Fee calculation (20%) & automated tasking.
Employer Onboarding
Deduplication & branded welcome sequences.
Pipeline Automation
10-stage status transition logic.
Resume Intake
Gemini parsing & scoring on upload.
Google Sheets Sync
15-min real-time sync for visibility.
Guarantee Monitor
Expiry & payment alerts.
Weekly Report
Leadership HTML pipeline insights.
Employer Follow-Up
CRM re-engagement automation.
Candidate Reactivation
Stale candidate job-matching logic.
Bulk Import
CSV validation & profile generation.
Impact Summary
| Metric | Before | After CR Recruit |
|---|---|---|
| Candidate Screening Time | 3-5 Hours | 2-3 Minutes |
| Vetting Memo Writing | 30-45 Minutes | 2-3 Minutes (Review only) |
| Resume Data Entry | Manual Typing | Automated (Gemini) |
| Pipeline Visibility | Fragmented Emails | Real-time Dashboard |
| Nurture Campaigns | Non-existent | Weekly Automated Re-engagement |
Strategic Takeaways
Niche AI beats Generic AI
The 4-dimension clinical rubric is why CR Recruit replaced manual experts, not just keyword filters.
n8n is the Operational Secret
Decoupling automation from the core app saved months of development and allows for instant logic pivots.
Build Your Agentic Future
I help niche businesses automate complex human workflows with Gemini Agents and n8n pipelines.