There is a version of AI in recruitment that already failed. It is the one where a tool writes the message, sends the message, and the recruiter finds out what it said when the reply arrives. That version is what people mean when they talk about the "AI smell": messages that read like they were assembled, because they were.
There is a better version. It is quieter, less demoable, and it is what the top desks we sit next to are actually doing.
The three jobs AI is genuinely good at
Not writing. Not sending. Not deciding who to talk to. Those are the recruiter jobs, and the recruiters who kept them are the ones still growing.
The three jobs AI is genuinely, obviously better at than a human:
- Reading everything the recruiter did not have time to read. The paper. The talk transcript. The last six posts. The GitHub. Summarising it in a way that surfaces what is specific to this person, not what is generic to their role.
- Remembering. Every conversation, every note, every "come back to this in Q3", and being able to surface the right one at the right moment. Human working memory is the bottleneck on a specialist desk. AI removes it.
- Drafting against a source. Not drafting from a template. Drafting from a real thing the reader wrote or built, so the recruiter has a starting point that is already 80 percent specific.
Those three jobs, done properly, give a good recruiter back three hours a day. The recruiter still writes the send. The recruiter still picks the call. The recruiter still owns the judgement. The AI just stops them from being the bottleneck on their own attention.
Where voice actually lives
Voice is not word choice. Voice is what you choose to notice.
A senior recruiter voice, the one candidates recognise and reply to, comes from the specific things they pick out of a profile. The unusual project. The awkward transition that was actually the making of the person. The thing the candidate is quietly proud of that no one else has mentioned this year.
An AI cannot invent that. But it can surface enough candidates for a specific signal that the recruiter has more of those moments per week. That is the trade worth making.
The trade not worth making is letting the AI decide what to notice, which is what happens the moment you accept a fully-generated first draft without editing it.
Practical rules we operate by
The rules we bake into Holi, and that we would recommend to any specialist recruiter using any AI tool:
- Never send anything you did not read out loud once. If it does not sound like you when spoken, it is not you.
- Source every fact. If the draft mentions a paper, a talk, a hire, the recruiter should be able to click through to the original. No source, no send.
- Let the AI draft, never let it decide. Shortlisting, prioritisation, "who to call today", these are recruiter decisions. AI can rank, the recruiter chooses.
- Keep a weekly what-I-learned digest. The compounding value of AI on a specialist desk is not the drafts. It is the memory. If you are not reading a weekly summary of what the AI noticed about your niche, you are leaving the biggest win on the table.
The uncomfortable bit
The most honest thing we can say about AI in recruitment right now is that it makes bad recruiters slightly less bad, and it makes good recruiters significantly better. It is not a leveller. It is an amplifier.
If your judgement is sharp, AI removes the busywork that was stopping you from applying it. If your judgement is thin, AI produces more of the same thin output, faster. This is why the "will AI replace recruiters" question is the wrong question. The right question is: which recruiters is AI making unreachable?
Those are the ones who kept their voice.