Hiring a finance leader used to be a hunt. Now it’s a flood.
The tools that find people have never been better. A decent recruiter, or a CFO with a LinkedIn recruiter licence and a free day or two, can surface fifty credible candidates within a week. Same qualification. Similar brands. Same tidy progression. All of them ‘look’ right.
Most of last week, I made that flood worse.
I built an AI sourcing engine for Core3. A automated machine that finds finance talent faster than any researcher could. It crawls, it enriches, it reads the signals. Who’s moved, who’s restless, who fits the brief on paper. Work that took days is done before the kettle’s boiled.
Somewhere in the middle of building it, the obvious penny dropped. The machine is brilliant at finding people. It has no idea which of them can actually do the job.
It can hand me a perfect list of names. It can’t tell me who holds the seat when the founder changes direction on a Tuesday, the data’s half there, and the board wants answers by Thursday.
That was always been the hard part. And it’s about to be the only part that matters.
When everyone has the same list
For years, the value in finding people was access. Who you knew, whose number you had, which quiet, happy-where-they-are candidate you could tempt into a conversation.
AI is erasing that. The list is becoming a commodity. Everyone can build one, and soon everyone will.
When the list is free, the list stops being the job.
What’s left is the part that never showed up in the data. Can this person actually do it? Here. Under this pressure. For this CFO.
The CV was always a poor witness
A CV tells you what someone did. It’s sits silent on the things that decide everything.
Whether the result was them, or the business they happened to be sat in. Whether they led the turnaround or just had a good seat for it. Whether the controls they ‘implemented’ held after they left, or fell over within a quarter.
AI makes the CV look more convincing, not more honest. Better written, better matched, better tuned to whatever you searched for. The signal gets cleaner, but the truth gets no clearer.
Think of two beams. Same timber, same finish, identical on the surface. One holds the roof up. The other cracks the first hard winter. The CV is the finish. It tells you nothing about the load.
The finance leader who was brilliant in a stable FTSE 250 can come apart in a PE-backed scale-up where everything’s ambiguous and the founder moves the goalposts. Same CV. Completely different outcome. The paper couldn’t see the difference. Neither can the machine that reads the paper.
Why this lands on you, not the recruiter
When the hire goes wrong, the recruiter moves on. You don’t.
A senior finance mis-hire is one of the nastier surprises a CFO can hand a board, and it’s a slow one. It looks fine for a quarter. Then the packs start landing late. The commentary doesn’t quite add up. The founder stops reaching for that person in the moments that matter. And the story writes itself fast, with you cast as the one who didn’t see it coming.
So the easy bit getting easier should put you on edge, not at ease. More candidates, faster and cheaper, all of them looking the part. And the one genuinely hard judgement sitting exactly where it always did. With you.
What actually tells you
If the list is free and the CV is unreliable, what’s left to go on?
The same things that always told you the truth. They’ve just gone from a nice-to-have to the whole game.
It’s worth changing how you think about the hire itself. When candidates were scarce, you could judge them loosely and still get there. Now they’re everywhere, loose judgement is how you end up with the wrong one. The discipline has to move to the front of the process, not the end.
Pressure, not polish. Put the real problem in front of them, the messy one you’re actually wrestling with, and watch how they reason. Not how they present. How someone interviews and how they perform under load are barely related, and have been known to be barely related for a long time.
What happened next. Don’t ask what they did. Ask what happened after. The decision, the result, what broke, what they’d do differently. People who owned outcomes talk about them differently from people who simply occupied the role.
Stage-fit, not status. The question isn’t ‘are they good?’ It’s ‘are they good here?’ For this pressure, this stage, this founder. A name that dazzles the board can be exactly the wrong person for a business that needs someone to roll their sleeves up and rebuild a control environment from the floor.
The honest version of the role. Tell them what it’s actually like. Warts and all. The right person leans in. The wrong one self-selects out, before they cost you a year.
None of this is new. It’s the thinking behind PROOF™, the hiring method we use at Core3. But you don’t necessarily need us to apply it. You need to stop letting the easy bit fool you into rushing the hard one.
Where this leaves you
I’ll keep building the machine. It’s good, it’s getting better, and it’ll save my team days and reach people we’d never have found.
But I’ve stopped pretending it does the important part. Finding the name is the cheap bit now. Knowing whether that name can carry the weight is the job. It always was. AI has just cleared away everything around it and left that judgement standing on its own, with nowhere to hide. Thankfully, thats the bit we’ve always focused on.
The CFOs who come through the next few years in good shape won’t be the ones with the best tools. Everyone will have those. They’ll be the ones who got disciplined about the single judgement no machine can make for them.
The list is easy now. The hire never will be.
If you’re weighing up a finance hire and want to pressure-test how you’ll actually tell the load-bearing candidate from the one who only looks the part, that’s the conversation we have most days.
Drop me a note at [email protected].
