JD Quality Scorer

Why your job description is the first screening tool you have

Most hiring teams spend significant time reviewing CVs, running interviews, and calibrating on candidates. Far fewer apply the same rigour to the job description that starts the process. A poorly written job description does not just fail to attract the right people. It actively attracts the wrong ones, filters out strong candidates who cannot see themselves in the role, and sets up misaligned expectations that surface weeks later in the interview process.

A high-quality job description does five things well. It communicates clearly what the role involves and what success in it looks like. It sets specific, measurable requirements rather than vague wish lists. It is written for the candidate who should apply, not the one who happens to search the right keywords. It is free of filler, buzzwords, and unnecessary language that obscures the signal. And it positions the role accurately by seniority, so candidates can quickly assess whether it is right for them.

Clarity matters because candidates make apply or do not apply decisions in seconds. Specificity matters because vague requirements attract a wide, low-relevance pool. Candidate fit clarity matters because a JD that fails to self-select correctly creates screening work further down the funnel. Signal-to-noise matters because dense corporate language puts strong candidates off. Seniority alignment matters because a mismatch between title, salary, and responsibility scope confuses candidates and produces an inconsistent applicant pool.

This tool scores your job description across each of these five dimensions and gives you a grade from poor to excellent. For each dimension that scores below a threshold, it provides a specific, actionable fix. Where one section of the JD is causing the most damage, it rewrites that section for you. The output is designed to be used directly. Copy the rewrite, apply the fixes, and republish.

The tool is designed for hiring managers writing their first JD for a new role, talent acquisition teams standardising quality across high-volume hiring, HR business partners reviewing draft JDs before they go live, and recruiters who want to increase application relevance before sourcing begins. It does not require an account and takes under two minutes.

Every role that goes live with a poor JD produces a wave of screening work that did not need to exist. Fixing the JD takes minutes. The downstream cost of not fixing it accumulates across every application you receive.