Real Job Check

A tool that analyzes job postings and determines if they're legitimate or scams by showing cited evidence. Users paste job listings and get a verdict backed by reasoning, helping job seekers avoid fake recruiters and advance-fee scams.

Ghost job postings and recruiting scams have spiked alongside layoffs and AI-generated fake listings, making fraud detection in job search a genuinely timely problem. No clear incumbent owns this specific niche — LinkedIn and Indeed have no native scam-detection layer, and general AI detectors don't target job listing patterns. The $1k–5k/mo revenue band is realistic for a freemium model where serious job seekers or career coaches pay a few dollars per batch check, but the ceiling is low because most users only need it briefly during an active job search, not as a recurring habit. The biggest risk is that the detection logic gets commoditized almost immediately — a well-crafted ChatGPT prompt already does a reasonable version of this, so retention depends entirely on staying ahead with specialized training data and cited evidence that a raw LLM won't surface on its own.