AI in Recruiting

What AI Actually Does in a Search, and What It Never Will

By J. C. DeTemple·October 15, 2024·8 min read
"Two shorten the road."
Irish Proverb

Every recruiting firm now claims to use AI. Almost none of them will tell you what it actually does. That vagueness is usually a sign that the answer is a resume parser and a mail merge tool. So let me explain, in plain terms, what AI does inside one of our searches, and just as importantly, what it never will.

Where AI genuinely changes the work

The slowest part of a traditional search has always been the research phase. A team of associates spends two to four weeks building a target list, pulling names, and guessing at who might be reachable. It is manual, it is expensive, and the client pays for every hour of it.

This is the part AI has genuinely solved. Our platform maps the full candidate universe for a role in about 48 hours. For a Director of Market Access search, that means every relevant professional in the market, scored on the things that actually predict fit: career trajectory, therapeutic area depth, seniority progression, and the timing signals that suggest someone is open to a conversation even though they have not applied to anything.

That last part deserves a moment. The best candidates for a critical Pharma role are almost never looking. They are succeeding somewhere else. AI does not make those people interested in your role. What it does is find them, all of them, fast, so that no strong candidate is missed simply because a researcher ran out of hours.

What the scoring actually looks at

People imagine AI matching keywords on resumes. That is a decade out of date. Modern fit scoring looks at patterns across a career: how someone has moved between company sizes, whether their therapeutic experience matches the science, whether their leadership scope has been growing or flat, and how long they have been in their current seat relative to their historical rhythm. Someone who changes roles every four years and is now at year four is worth a phone call. No keyword search will tell you that.

What AI will never do

Here is the honest part, and it is the reason our tagline leads with human precision rather than technology.

AI cannot tell you whether a candidate will thrive in your culture. It cannot detect that a VP of Sales is brilliant in a launch environment but restless in a maintenance business. It cannot hear the hesitation in someone's voice when they talk about relocating their family. It cannot negotiate a counter offer at nine o'clock on a Thursday night. And it absolutely cannot build the trust that makes a passive candidate take the first call in the first place.

Those things come from 25 years of doing this work in one industry. When I call a candidate, I am often calling someone who knows my name, or knows someone who has worked with me. That is what gets the conversation started. The AI found them. The relationship gets them on the phone. The assessment decides whether they belong on your shortlist.

Why the combination beats either one alone

A firm that is all relationships and no technology is slow, and slow is expensive when a leadership seat is empty. A firm that is all technology and no relationships sends you a longer list of strangers, faster. Neither one solves the actual problem, which is getting the right person into the seat quickly and having them still be there a year later.

The combination is the whole point. AI compresses weeks of research into days. Human judgment turns that research into three to five finalists worth your interview time, each one delivered with a written assessment of fit, risk, and recommendation. That is what a search should look like in this decade, and it is why we built ERS this way from the start.

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