AI hiring software: the questions HR asks before buying
These are the questions in-house HR teams actually type into Google when they start shopping for AI CV screening — ranking, bias, compliance, cost, deployment time and ATS fit. Answered plainly, with what Qcandidate does about each.
How do AI hiring tools differ from a traditional ATS?
An ATS stores and moves applications through stages; it does not judge them. AI screening software reads each CV against the requirements you wrote and produces a ranked shortlist with the evidence behind every score. Qcandidate is the screening layer: you keep whatever ATS, inbox or job board you already use, forward or upload the CVs, and get a defensible ranking back.
How does AI recruiting software rank candidates?
In Qcandidate you define a rubric — the skills, qualifications and experience that matter, with weights. Each CV is scored criterion by criterion, and every point is tied to the exact line of the CV that earned it. Nothing is scored on attributes you did not ask for, and the rubric version used is stored with the result so a ranking can be reproduced months later.
How does AI screening software reduce bias?
Two ways that can actually be evidenced. First, scoring runs only against stated job requirements — no protected or special-category attributes are collected or inferred. Second, a bias-audit view tracks selection rates and applies the four-fifths impact-ratio test used by EEOC-aware employers, so you can see and export whether one group is being selected at a materially lower rate.
Is AI screening legal under the EU AI Act, GDPR and NYC Local Law 144?
Recruitment AI is high-risk under the EU AI Act, GDPR Article 22 restricts solely automated decisions, and NYC Local Law 144 requires a bias audit plus candidate notice. Qcandidate is built for that: it cannot reject anyone on its own, a named person signs off every outcome, sign-offs are logged with the rubric version, and candidates get their own score breakdown and a route to human review.
Does the software make the hiring decision?
No. It ranks and explains; a person decides. Human sign-off is enforced in the product, not promised in a policy — an outcome cannot be released until a named reviewer approves it, and that approval is written to the audit log.
How does it handle high-volume recruiting?
It is designed for the 100-to-1000-CV role. You upload or forward the batch, get the top candidates ranked with evidence, and the people you cannot hire are not left in silence: unsuccessful applicants can be sent a free Growth Kit of public courses matched to the exact gap in their score, in paced batches, from one screen.
How long does it take to deploy?
Minutes, not a quarter. It is browser-based with no implementation project, no data migration and no sales call: sign up, write a rubric or let the AI draft one from your job spec, and screen your first batch. Signed-up accounts include free monthly screening credits so you can validate it on a real role before paying.
What does AI screening software cost?
Qcandidate is a monthly software subscription billed in USD to the business, with a free tier for your first screens each month and paid plans as volume grows. Candidates are never charged. Full plan pricing is on the pricing page, and subscriptions can be cancelled at any time.
Does it integrate with our existing ATS and job boards?
Yes. You can upload CVs directly, paste them, forward applications by email, or post a role on Qcandidate and collect applications there. That means you do not have to rip out an incumbent ATS to run a screening pilot on one role.
What do candidates see, and does that hurt our employer brand?
It usually helps it. Every candidate can open a portal with their score breakdown, the criteria used, the evidence found in their CV and the route to request human review. Rejected applicants receive something useful instead of silence, which is the single cheapest employer-brand improvement in high-volume hiring.
How do we evaluate AI screening vendors?
Ask for four things in writing: the exact inputs used for scoring, per-candidate explainability a candidate could read, proof that a human must sign off, and an exportable audit log with rubric versioning. Any vendor that cannot show all four will not survive an EU AI Act or LL144 review, however good the demo looks.
Test it on one real role
Screening starts free with a signed-up account. No sales call, no implementation project.