#airesumescreening

Off-the-shelf LLMs are unreliable resume screeners. We built ReadyShortlist with a rubric, evidence quotes, and a 380-case eval set—hitting 84% precision. Here’s the full post-mortem.

An n8n workflow using Gmail, a PDF parser, Claude Haiku classifier, Airtable log, and Telegram router triages 94 job applications in 11 minutes for 31