RecruitingStaffing agency

Job-board intelligence for a recruiting agency

A recruiting agency places finance, legal, construction, engineering and healthcare professionals. Their best leads are employers who are hiring right now. We built agents that find those employers every night and reach the person who owns the open role.

15,400+employers found
4,500+with an email
~$0.60per nightly run
80/daypersonalised first emails

The challenge

An open job posting is the clearest buying signal a recruiter gets, but postings are scattered across boards, a third of them are posted by competing agencies, and a posting names a company, not the person to talk to.

What we built

  1. 01

    Search the boards

    Agents search job boards for about 85 role titles across seven markets and seven metros, rotating queries so every combination is covered every week.

  2. 02

    Filter out competitors

    Postings from staffing agencies are dropped before they ever reach the queue, so the agency never pitches a competitor.

  3. 03

    One lead per employer

    A company hiring three roles in one city becomes one lead that lists all three, not three emails to the same inbox.

  4. 04

    Find the hiring contact

    The employer's website and careers pages first, then a named talent or HR contact where one can be found.

  5. 05

    Verify and write

    Addresses are verified in bulk, and each email is a short recruiter's note that names the actual open roles.

  6. 06

    Send by region

    Four regional batches a weekday, timed for each region's morning, with follow-ups on a schedule.

Guardrails

Results

What we learned

Clever heuristics can cut your best leads.A rule that flagged employers posting across many disciplines looked like a smart agency detector. Measured on real data, it would have blocked Meta, CBRE and the City of San Francisco. We kept a precise list instead.
Run when the market moves.Employers post on weekdays. Skipping weekend-night runs saved about $88 a year with nothing lost, because the following run still catches those postings.

Under the hood

Job-board data (Indeed, LinkedIn)Claude (fit-check, drafting)Domain discovery + email verificationMicrosoft Graph sendingDashboard + nightly summary

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