Vibeworker (AI Search & Matching)
A real-time, AI-powered job monitoring engine for Upwork freelancers. In an ecosystem where a job gets 50+ proposals in the first hour, Vibeworker replaces manual scrolling with a high-speed notification pipeline that alerts users the moment a "Top 5%" match hits the feed.
Technical Foundation
Opportunity-Shape Embeddings
Proprietary strategy that goes beyond keywords to analyze intent and quality signals (Skills, Scope, Client Quality, Risk) vectorized for sub-second similarity matching.
Asymmetric Retrieval
Custom "Hunting Modes" encode freelancer intent into a vector space, ensuring high-fit alerts for specialized strategies like Sniper and Review Stacking.
Sub-10-minute latency from job posting to push notification.
Cost-effective retrieval model maintaining sub-second inference at scale.
Built-in "Vibeworking" SEO hub to capture high-intent organic traffic.
