AI for recruitment agencies in Ireland
AI pays for itself fastest in a recruitment agency on the writing and the follow-up, not on deciding who gets shortlisted. Job specs, candidate summaries, interview notes and the chase that keeps a placement alive are all repetitive, high-volume, and safe to hand over. Screening decisions are not.
Recruitment is an unusual case, because it is one of the few small-business sectors where AI is being sold hard for exactly the job it should not be doing. The pitch is automated screening: point it at two hundred CVs and get a ranked shortlist. It is an appealing idea and I would advise almost every agency in Cork and Munster to leave it well alone for now. I will come back to why.
The rest of the week, though, is unusually well suited to this, because so much of a recruiter’s day is writing the same four documents with different names in them.
The writing, which is most of the job
A recruiter produces a remarkable amount of prose. The job spec written up from a scrappy phone call with a hiring manager. The candidate summary that goes to the client. The rejection that should not read like a form letter. The brief before an interview. The write-up after one.
All of it follows a house shape, all of it is written under time pressure, and the quality drops noticeably by Thursday afternoon. That is the definition of a job worth handing over. Give a tool five of your own past candidate summaries and it will produce a sixth in your format that needs editing rather than writing, which is a different and much faster task.
The one that surprises people is the rejection. Most agencies know their rejections are worse than they should be, because there are a lot of them and they are the least rewarding thing on the list. A drafted rejection that actually references what the person interviewed for, sent by a human who has read it, costs nothing and is the difference between a candidate who comes back to you and one who does not.
The follow-up that keeps placements alive
Placements do not usually fall over dramatically. They fade, because a client took eight days to give feedback and the candidate accepted something else on day six.
The useful automation here is not clever, it is just reliable. A daily list of every open process where nobody has heard anything for longer than they should have, with a drafted nudge for each one. No judgement involved in noticing, which is the part that fails when you are busy, and full judgement retained on who to actually push and how.
This is the same shape as the enquiry chase in any other business, and it works for the same reason: the tool is not being asked to be smart, it is being asked to remember. There is more on that pattern in the tasks a small business can automate this month.
Where a database becomes useful again
Every agency has thousands of candidates it has forgotten about. The records are inconsistent, the tags were applied by six different people over nine years, and the search only really works if you remember roughly who you are looking for.
Searching that in plain language rather than by keyword is one of the genuinely new things worth having. Asking for people with warehouse management experience who were open to Little Island and last spoke to you in the past two years is a question the old search cannot answer and this kind of tool can. It surfaces candidates, and a recruiter decides whether any of them are worth a call.
Two cautions. It will only be as good as what is in the records, so this is often a tidying job before it is an AI one. And people move on: a candidate from three years ago needs a conversation, not an assumption.
Why I would not automate screening
Now the part being sold hardest. Ranking candidates automatically is the one application in recruitment where the downside is serious, and it is worth being specific about why rather than waving at it.
- You inherit the bias in the examples. A tool trained or prompted on who you hired before will faithfully reproduce the pattern of who you hired before, including the parts of it you would not defend out loud.
- You cannot always explain the decision. If a candidate asks why they were rejected, “the system ranked you fourteenth” is not an answer, and in employment terms it is a bad place to be standing.
- It is squarely in the EU AI Act’s sights. Systems used for recruitment and candidate selection are treated as high risk under the Act, with obligations that go well beyond anything in this post. The general SME picture is in the EU AI Act for Irish SMEs, and screening is the one area where an agency should take proper advice rather than a blog post. This is general information, not legal advice.
- The value was never there anyway. The hard part of recruitment is not narrowing two hundred CVs to twenty. It is knowing which of the twenty will actually take the job and stay. No tool is doing that for you.
Sorting CVs into a rough order for a human to read is a milder version and closer to defensible. Deciding who never gets seen is not. The line I would hold is that a person reads everyone who could plausibly do the job, and the tool only ever changes the order they read them in.
A sensible first month
Start with candidate summaries, because they are high volume, entirely internal until you send them, and you can judge the quality instantly. Then job specs, for the same reasons. Then the follow-up list, which takes a bit more setting up but is the one that protects revenue rather than time.
Leave the database search until those three are habits, and leave screening alone.
What you should end up with is a desk where the typing has largely gone and the calls have not, which is the right way round for a business that lives on relationships. If you want that mapped against your own agency’s week rather than a generic one, that is what the AI Assessment is for: about forty-five minutes on how the desk actually runs, and a plain plan for the first one or two things worth changing. Fixed fee, and you keep the plan either way.
The assessment is credited in full if you go on to a build, and if I can’t find you five hours a week you pay nothing. See how it works.


































