
Powering the Future of Nurse Recruitment
At TopNurse, we’re not just keeping up with the future — we’re building it. Our AI-powered nurse recruitment platform leverages cutting-edge generative AI, intelligent automation, and the emerging world of fully agentic systems to deliver unmatched efficiency, accuracy, and hyperlocal engagement.


TopNurse Tech Stack Explained
Resume Intelligence
Powered by Groq Llama 3.1 70B, we extract and understand resumes contextually — far beyond basic keyword matching.
Smart Search & Matching
Using Qdrant and Agentic RAG, we enable natural language search and AI-powered affinity scoring for deeper job-candidate compatibility.
Clean Resume Format
With Pydantic, all resumes are auto-converted into a standardized “TopNurse Format” for easy and fair comparisons.
Nurse Quotient™
Our proprietary algorithm evaluates candidates holistically — clinical skills, certifications, location, and soft traits.
OCR Document Handling
Got OCR 2.0 efficiently processes all resume formats — scanned files, handwritten forms, and more.
AI Talent Network
We programmatically build and manage global and hyperlocal nurse networks, matching talent to openings in real-time.
Continuous Learning
Reinforcement Learning (RL) helps our platform get smarter with every user interaction and hiring decision.
Hyperlocal Engagement
Through Meta AI and People API, we connect with nurses on platforms like LinkedIn and Facebook based on their location.



The TopNurse Advantage
Our powerful technology stack isn't just innovative — it's impactful. Every feature is designed to solve real recruitment challenges. Here's how our tech translates into tangible advantages for your organization.
Unmatched Productivity
Automate routine recruitment tasks to free up time for strategic efforts.
Superior Accuracy
AI-driven matching and standardized profiling ensure quality hires.
Hyperlocal Targeting
Engage candidates in the exact locations where care is needed.
Insight-Driven Decision-Making
Access analytics on candidate pools, job success rates, and more.
Scalable Solutions
Our tech grows with your organization.
Cost Efficiency
Cut down on time, effort, and hiring costs.
Better Outcomes
Achieve higher conversion rates, improved hiring speed, and long-term nurse retention.

