I qualify them, you just review

    Most tools are a chat box on top of a database lookup. There is no model of what makes a good hire, so results shift every time you press run. I score the same brief the same way every time, and I show my work so you can defend it.

    $100 of credits on us. No card required.

    ScorecardDeterministic
    91
    Maria K.
    Senior Backend Engineer
    Owned payments infra96
    Ledger library, live PSP migration
    Scale of systems88
    Public writing on volume and reconciliation
    People leadership34
    No reports mentioned anywhere I can see

    We agree the bar once

    What matters, what is nice to have, what is a hard no. I write it down so we are scoring the same thing every time.

    Ranked against the brief3 of many
    M
    Maria K.Senior Backend Engineer
    Ledger libraryPSP migration post
    0
    T
    Tomasz W.Platform Engineer
    Payments team pageConference talk
    0
    R
    Ravi M.Backend Engineer
    Open source PRsScale writeup
    0

    I score deterministically

    Same brief, same evidence, same result. No creative re-rankings between Monday and Thursday.

    #hiring

    You see the reasoning

    Each score comes with what raised it and what held it back, so you can disagree with me on specifics.

    Ranked against the brief3 of many
    M
    Maria K.Senior Backend Engineer
    Ledger libraryPSP migration post
    0
    T
    Tomasz W.Platform Engineer
    Payments team pageConference talk
    0
    R
    Ravi M.Backend Engineer
    Open source PRsScale writeup
    0

    This is what lands in your channel

    Not a dashboard to check. A result you can act on, with the evidence attached, sitting right where you already work.

    #hiring

    A shortlist that survives the hiring manager

    Real calibration

    Change one dimension and I recompute the rest. A senior search stops carrying junior skills and scope, because I re-derive the entire intent instead of swapping a keyword.

    Reproducible results

    The same brief produces the same reasoning and the same shortlist. No lottery, no silent drift between runs.

    Evidence on every claim

    Each score points at the artifact behind it: a repository, a paper, a shipped product, a talk. You can check me.

    Structured, not vibes

    Scoring is grounded in structured evaluation research rather than a prompt that says pick the best five.

    Why I'm different

    Why this person, and why not that one. A shortlist that cannot answer both is a shortlist you cannot use.

    Skills, workflows and memory, already in place

    A blank assistant starts from your instructions every time. I start from your last twenty decisions and the way this role usually goes.

    I read potential, not keywords

    Titles lie and stacks change. I look at what someone shipped, who they shipped it with, and how fast they grew into the work.

    Every call comes with its evidence

    You get the commit, the talk, the customer they carried, the line in the release notes. If I cannot show why, I do not claim it.

    The same rubric, every candidate

    Your bar becomes a written rubric I apply the same way on Monday and on Friday, so a shortlist is comparable instead of moody.

    You can argue with me

    Disagree with a score and I show the reasoning behind it, then carry your correction into the next batch.

    Laidback

    Let me calibrate to your real bar

    Show me a few people you liked and a few you passed on. I will learn the difference.