Take2 AI Tech Stack

AI agents platform automating end-to-end healthcare recruiting

Software Development New York City 51–200 employees Privately Held

Take2 AI builds an agent network that handles healthcare hiring from job posting through offer — a narrow, high-friction workflow where speed and accuracy directly impact patient care. The tech stack reveals a full-stack production system (React/Node/Python, Kubernetes, PostgreSQL, AWS), grounded in multiple LLM providers (GPT, Claude, Gemini, Mistral, LLaMA). Pain points cluster around scaling voice pipelines to millions of interactions and reducing latency in high-throughput systems, while projects emphasize voice-agent development and orchestration logic — indicating the core product is voice-first, not chat-first, a differentiation point in AI recruiting.

Tech Stack 26 technologies

Core StackReact Node.js JavaScript TypeScript MySQL PostgreSQL Redux Python AWS Kubernetes Docker LinkedIn Ads Google Ads HubSpot Figma Salesforce WebSockets WebRTC AWS EKS AWS ECS GPT Claude Gemini LLaMA Mistral LinkedIn

What Take2 AI Is Building

◆Challenges

Reducing overhead costs
Boosting speed-to-hire
Preventing mis-hires
Scaling high-throughput systems
Filling critical clinical roles
Scaling to millions of interactions
Modernizing enterprise applications
Scaling voice agent pipeline to millions
Low latency high reliability architecture
Large-scale architecture challenges

▲Active Projects

End-to-end ai application development
Pipeline generation
Enterprise application modernization
Voice agent pipeline scaling
Model selection and tuning
Orchestration logic development
Lead generation engine
Modern ui development
High-throughput system architecture
Ai interviewers development

Hiring Activity

Decelerating10 roles · 3 in 30d

Department

Engineering

Sales

Marketing

Seniority

Senior

Junior

Mid

Lead

Notable leadership hires: Growth Lead

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About Take2 AI

Take2 AI is a healthcare recruiting platform built on autonomous AI agents. The product automates the full hiring cycle — job posting, candidate screening, interviewing, and offer generation — specifically for clinical and healthcare roles. The founding team includes Stanford MBA alumni and prior leaders from top-10 health systems. The company operates at the intersection of HR operations and healthcare labor shortage, selling into health systems and healthcare staffing organizations. The active project list (voice agent pipelines, lead-gen engines, high-throughput architecture) and stated pain points (filling critical clinical roles, scaling to millions of interactions, low-latency systems) confirm the platform is production-heavy and mission-critical to customer workflows.

HeadquartersNew York City

Company Size51–200 employees

Hiring MarketsCanada, United States

Frequently Asked Questions

What tech stack does Take2 AI use?

React, Node.js, Python, PostgreSQL, MySQL on AWS (EKS/ECS, Kubernetes, Docker), integrating GPT, Claude, Gemini, and Mistral LLMs. Also uses WebRTC for voice, HubSpot/Salesforce for CRM, and LinkedIn Ads for demand gen.

What is Take2 AI working on?

Voice agent pipeline scaling, AI interviewer development, lead generation engines, orchestration logic, model selection/tuning, and enterprise application modernization. Primary focus: scaling voice pipelines to handle millions of interactions with low latency.