From 14-Day Time-to-Hire to 38 Hours: A 4-Week AI Job Matching MVP That Beat 12-Year-Old ATS Incumbents

From 14-Day Time-to-Hire to 38 Hours: A 4-Week AI Job Matching MVP That Beat 12-Year-Old ATS Incumbents

A purpose-built embedding pipeline using e5-large + a domain re-ranker, hybrid search over Postgres pgvector, multi-step matching agents that score by role rather than keywords, and a Next.js recruiter dashboard that drafts personalized outreach in the recruiter's voice.

HR Tech
Industry
4 Weeks
Timeline

Project Overview

1

What We Built

  • A purpose-built embedding pipeline using e5-large + a domain re-ranker, hybrid search over Postgres pgvector, multi-step matching agents that score by role rather than keywords, and a Next.js recruiter dashboard that drafts personalized outreach in the recruiter's voice.

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