Last/JobScout – AI-driven job board scoring actual fit over clicks

Summary: Last/JobScout uses AI to score job listings based on how well they match your uploaded résumé and defined dream job, rather than relying on keyword matching. It searches nine job board APIs simultaneously and detects ghost postings to improve job search efficiency.

What it does

Users upload their résumé and specify their target role, and the system scores listings for contextual fit. It flags suspiciously old postings and sends daily emails with new matches.

Who it's for

Job seekers looking for a more accurate and efficient way to find relevant job listings across multiple platforms.

Why it matters

It addresses common issues in job boards like keyword-only matching and ghost postings, reducing wasted time on irrelevant or fake listings.