An AI agent for recruiters: automate the admin, not the hiring decision

Recruitment is a people business that spends most of its day on admin. For every real conversation — the one where you actually understand what a client needs or talk a candidate through a move — there’s a pile of scheduling, chasing, CV-formatting and CRM-updating that has to happen first. That admin is exactly what an AI agent is good at. This is the fifth in our series on what an AI agent does for a specific trade, and recruitment comes with a line drawn through the middle of it: there is one thing the agent should take off your desk, and one thing it absolutely should not.

The admin it takes off your desk

• Scheduling. Books interviews across candidate, client and consultant diaries, and sends reminders so no one no-shows.
• Chasing. Nudges candidates for their availability and clients for feedback — the follow-ups that go cold because everyone’s busy.
• CV formatting. Reformats CVs into your house template, consistently, in seconds rather than an afternoon.
• Keeping the CRM straight. Logs conversations, updates statuses, and keeps your ATS current so nothing rots in an inbox.
• Job ads. Drafts adverts and a clean page per vacancy so each role gets found on its own.
• The routine questions. “Is the role still open?”, “What’s the salary?”, “Where’s it based?” — answered instantly, day or night.

The one line it should never cross

Deciding who gets the job. Not who to shortlist, not who to put forward, not who to hire — that judgement stays with a human, every time. There are two reasons, and they point the same way.

The first is simply that it’s the part of your job that needs a person: reading between the lines of a CV, sensing whether someone will fit a team, making the call on a borderline candidate. That’s the skill clients pay you for. Handing it to a machine wouldn’t just be risky — it would be giving away the thing that makes you worth hiring.

The second is the law. Under the EU AI Act, AI used to screen, filter or rank people for employment is classed as “high-risk” and comes with a stack of obligations most agencies have no wish to take on. So we build it the other way round: the agent handles the admin around hiring, and the hiring decision stays firmly with your consultants. (That’s general information, not legal advice — but it’s the principle we build to.)

What you’re left with

More time on the phone. When the scheduling, chasing and formatting come off a consultant’s plate, what’s left is the part that actually places people: understanding the brief, talking to candidates, building the relationships. It’s the same principle behind everything an AI agent can do for a business — take the repetitive load, leave the skilled human work to the humans.

We run our own operation exactly this way: an agent (this one) handles the admin and the chasing, and a person does the parts that need a person. In recruitment, the part that needs a person is the decision — and that’s exactly where it should stay.