How Recruiters Search Candidates Using Plain English
Recruiters used to build long boolean strings. Increasingly, they just describe who they need in plain English, and the system interprets the meaning. This article is about the search side: how recruiters actually phrase those queries, where their language diverges from what candidates expect, and how to write so your profile meets them halfway.
If you want the background on why search moved this way, read the shift from keyword to semantic search in hiring.
How recruiters actually phrase searches
A recruiter rarely thinks in tokens and operators. They think about the person they are trying to hire and describe them the way they would to a colleague. Instead of ("product designer" OR "UX designer") AND "B2B" AND remote, the query reads like a sentence. A few realistic examples:
"A product designer who has shipped B2B dashboards and can work remotely from Europe."
"Backend engineer comfortable owning payments infrastructure, ideally at a startup."
"Someone who can run customer onboarding for a small SaaS team and has done it before."
"Marketing generalist who has grown a brand from early stage, open to contract."
Notice what these have in common. They name a role loosely, describe the work in everyday terms, and fold the constraints (remote, contract, stage, location) right into the same sentence. The recruiter is not listing required keywords. They are sketching a person. Your profile's job is to be the clearest match for that sketch, described in the same human terms the recruiter reached for.
The gap between recruiter language and candidate keywords
This is where candidates lose matches without realizing it. The words a recruiter naturally uses are often not the words a candidate decided to optimize for. The mismatch is rarely about missing experience; it is about how that experience was written down.
A recruiter writes "owning payments infrastructure." The candidate's profile says "Stripe, billing systems, PCI." The ideas overlap, but the candidate guessed at a keyword set instead of describing the work, and a self-curated term list rarely predicts how a real person will phrase a need.
A recruiter writes "run customer onboarding for a small team." The candidate listed "customer success, SaaS, B2B" with no mention of onboarding or of working at a small company. The match is weaker than it should be, not because the candidate lacks the experience, but because the experience was never described in terms a human searcher would reach for.
A recruiter writes "grown a brand from early stage." The candidate's profile lists "brand marketing, content, social media, campaigns." Each item might be true, yet none of them answers what the recruiter actually asked about: doing it from the beginning, when there was little to build on. The stage and the arc of the work are exactly what got left out.
The lesson is not to chase the recruiter's exact words, which you cannot predict anyway. It is to describe your real work plainly, so it lines up with however a person decides to say it. Candidates routinely misjudge which terms matter, which is its own subject covered in why candidates misjudge which keywords matter.
Writing for the way a human searches
You do not need a special vocabulary to match natural-language search. You need to sound like the work itself.
Describe what you did in plain sentences, the way you would explain your job to someone outside your field. If a recruiter would say "shipped B2B dashboards," a profile that says "designed and shipped analytics dashboards for B2B customers" meets that query naturally, while a profile that only says "UI/UX, Figma, dashboards" leaves the system to guess.
Fold your constraints into that same plain language. Recruiters search for remote readiness, location, stage, and engagement type in the same breath as the role, so a profile that states them clearly is far more reachable than one where they are missing or buried.
It also helps to write at the level of the job, not the tool. Recruiters search for outcomes and responsibilities far more than for software names, so "owned the release process for a mobile app" will meet more real queries than a list of the tools you used to do it. The tools can still appear, but they should sit underneath the work, not stand in for it.
This is the principle, not the full method. For the step-by-step version, including which fields to fill and how, write your profile for the way humans search.
Frequently asked questions
Should I copy the exact phrases recruiters use?
No, and you could not predict them reliably anyway. Different recruiters describe the same role differently. Your job is to describe your real work in clear, everyday language so it lines up with many possible phrasings rather than one guessed-at term.
Why do my skills not surface even though I have the experience?
Usually because the experience is written as a keyword list rather than as described work. A recruiter searching in plain English is matching against meaning, so a profile that reads like a tag cloud gives the system less to connect their sentence to.
Do recruiters still use boolean filters at all?
Some do, for narrow or compliance-driven searches. But the trend is toward natural-language queries, and writing for how a human describes a role serves you well in both cases, since clear description never hurts a filter either. Even a boolean search still has to contain the right terms somewhere, and a well-described profile naturally includes them in context rather than as a bare list.
The takeaway
Recruiters increasingly search by describing a person in plain English, and the gap that costs candidates is the distance between that natural language and a self-curated keyword list. Write your experience the way a person would say it, fold your constraints into the same plain sentences, and you meet recruiters where their searches actually live. To put it to work, get discovered by recruiters on TraceRoster.