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Don't wait for applicants —
go find them

Surface hidden candidates beyond the usual job boards — from conferences, papers, open source, patents, and community activity. We find them first. Personalized outreach drafts ready for you to review and send.

go find them

Talks

Job boards alone can't build a strong candidate pool

Top talent in the AI era leaves verifiable traces across many public sources. Sourcer Agent gathers and evaluates those signals to build a strong candidate database.

From one job post to a pool of hundreds

We read your job, then cross-reference public sources to surface the people most likely to fit. The last word is always yours.

  1. 01

    Data collection

    Continuously scan conference talks, arXiv papers, GitHub contributions, patent DBs, and community activity. Public data only.

    ConferencesPapersGitHubPatentsCommunities
  2. 02

    Fit analysis

    Score candidates against your job's required skills, experience, and level — and produce the rationale for why this person.

    Skill matchLevel estimationSwitch signals
  3. 03

    Personalized outreach

    Drafts that reference the candidate's talks, papers, or projects in 1:1 messages. Nothing sends until you approve.

    1:1 personalizationApproval gateFollow-up sequence

Three specialist agents one workflow

Hidden talent discovery

Shadow Sourcer

Reconstruct candidates from conference speakers, paper authors, open-source contributors, patent applicants, and community activity.

  • Cross-validate across public sources
  • Same-person inference across pseudonyms
  • Profile evidence shown right inside the card
Core

Fit Analyzer

Combine GitHub, blogs, conferences, papers, and patents to score fit against the role and likelihood of switching — with the rationale for every recommendation.

  • Match score against required skills and experience
  • Switch likelihood from recent activity signals
  • Reasons-to-reject captured too
Personalized outreach

Cold Outreach Agent

1:1 drafts that reference each candidate's talks, papers, or projects. Email and follow-up sequences are ready. Every send goes through the recruiter's approval gate.

  • Per-candidate references inserted automatically
  • Tone & language picker (Korean / English)
  • Approval gate required to send

Where we find people

We combine public sources that are hard for any single person to monitor. We don't use anything that requires login or violates a service's scraping policy.

Local conferences

International conferences

arXiv / Papers

GitHub

Patent DBs

Tech communities

Workshops

Public portfolios

Nothing sends automatically.
The final call is human.

Sourcer finds candidates and prepares drafts, but the send button is always in your team's hands. Messages don't leave until they pass the approval gate. Every step can be reviewed so the outreach tone matches your culture.

Auto-send
0%
Human approval
100%
PII retention
Minimal
  1. AI

    Candidate found

    AI builds candidate cards from public sources

  2. AI

    Fit score + rationale

    Why this person, every time

  3. AI

    Outreach draft

    1:1 personalized, follow-ups included

  4. 4

    Recruiter approval

    Human

    Review · edit · send is in your hands

Once you find them what happens next?

Candidates that Sourcer surfaces are evaluated by Probe against each company's own bar.