JoinEight
AI recruiting extension cutting manual sourcing 30 % and doubling pipeline velocity.

The Story
Founded in July 2018, JoinEight launched its AI-powered sourcing platform to automate candidate pipeline building and diversity analytics for enterprise hiring teams. I architected the backend services in Ruby on Rails with PostgreSQL and led development of a Chromium-based extension for real-time LinkedIn profile scraping. Over the following years, I integrated predictive machine learning models and D&I dashboards—driving adoption by top recruitment teams and establishing JoinEight as a leader in AI-driven hiring intelligence.
The Problems We Tackled
Every great solution begins with understanding the core challenges that need to be addressed.
Challenge 1
Automating manual, time-consuming candidate sourcing workflows at scale
Challenge 2
Ensuring high accuracy in candidate matching and diversity analytics
Challenge 3
Building a robust Chrome extension compatible with continuous LinkedIn UI updates
Challenge 4
Maintaining real-time data synchronization across distributed services and analytics pipelines
How We Solved It
Strategic approaches and innovative solutions that transformed challenges into opportunities.
Solution 1
Developed a Chrome extension with resilient DOM-scraping routines and a middleware API in Ruby on Rails to pipeline profile data
Solution 2
Implemented AI-driven candidate scoring models using Python and TensorFlow for predictive fit and diversity metrics
Solution 3
Orchestrated real-time updates with WebSockets and message queues to keep dashboards in sync
Solution 4
Leveraged AWS and Azure for scalable infrastructure and integrated Marketo and Confluence for seamless workflow management
The Outcome
Measurable impact and transformative results that exceeded expectations.
Impact & Results
Result 1
Reduced manual sourcing effort by 30% and accelerated pipeline building by 50%
Result 2
Cut overall time-to-hire and cost-per-hire by 85% through AI-optimized workflows
Result 3
Secured US$ 5 M in seed funding based on early traction and platform roadmap
Result 4
Established JoinEight as the first AI platform for automated funnel building, driving enterprise adoption from 2018 through 2024
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