June 5, 2026
5,000 Resumes a Month. One Recruiter Instead of Two
Good salespeople are one hire in a thousand applicants. We taught a model what a great one looks like and let it screen the whole flow — so recruiters spend their time interviewing, not sorting.
Good salespeople are rare — roughly one great hire for every thousand applicants. And in a sales team with high turnover, the applications never stop: up to 5,000 résumés a month. Somebody has to read them.
The problem
Manually sorting 5,000 resumes a month is exactly the kind of work that quietly erodes. It's opaque, it's slow, and it rides on the recruiter's state — tired, distracted, or on the hundredth résumé of the day, and the quality of the screen slips. The needle you're hunting for is one in a thousand, and human attention isn't built to hold that standard résumé after résumé, all month long.
What we built
We taught a model what a great hire actually looks like — and let it handle the first pass.
The trick was to work backwards from people who already succeed: feed the AI the résumés of top performers and of people the company parted ways with, and have it work out what separates them. That gets sharpened with a competency profile — the hard and soft skills the role needs, each defined across levels from "below this we don't hire" to "exactly who we want" — plus the red and green flags that show up in how a candidate presents themselves. Gathering that context can be as quick as a recorded call with an expert recruiter; even a raw, unstructured transcript is enough for the model to learn from.
From there, the agent scores every résumé from 0 to 100 against the criteria it derives from the data, and applies hard red flags as automatic rejections — a broker with no car, for viewings 100 km out, never reaches the recruiter's desk. It runs on AgentVerse, our own AI-agent platform.
How it sorts:
80–100 — invite to interview
60–80 — hold in reserve, pull in if applications run thin
Below 60 — pass
Hard red flags — auto-rejected before anyone spends a minute on them
Results
Up to 5,000 resumes a month screened automatically — off the recruiters' plates entirely
Two recruiters became one — the routine no longer needs the headcount
The remaining recruiter does the high-value work — real interviews with a pre-qualified shortlist, not résumé triage
The screen stays consistent — it doesn't get tired at résumé number 500
Hiring runs like a sales funnel — inbound applicants, a pipeline, a hire at the end. So the same machinery that scores your calls can screen your candidates, and free your recruiters to actually recruit.
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5,000 Resumes a Month. One Recruiter Instead of Two
Good salespeople are one hire in a thousand applicants. We taught a model what a great one looks like and let it screen the whole flow — so recruiters spend their time interviewing, not sorting.
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