Daero is an AI precision-sourcing engine

Find people with experienceyou can’t search for by title.

Daero turns a messy request into the right people, not just people with adjacent titles. Each one comes with why they fit, what the evidence actually establishes and what to confirm before outreach.

  • Public sources only
  • No private expert pool
  • Your team controls outreach
Example: a request, the criteria Daero checks, and one fictional person with the evidence for each point.

01Request

“Engineering leaders who personally led a monolith-to-microservices migration in the last five years. Leave out consultants.”

02Criteria check

  • Large production systemQuoted from the page
  • In the last five yearsQuoted from the page
  • Led the migration personallyTo confirm
  • Still in the roleCannot verify

03Person

Marcus OyelaranPrincipal Engineer · Tidewell Logistics8/10project fit

Strong lead — confirm one point

“We moved the order platform off the monolith and onto events between 2022 and 2024.”

Conference talk page · read by Daero

The problem

Titles, keywords and networks miss the right people.

  1. Titles

    Say what someone was called.

    Not what they actually did. The person who led the work often never had the obvious title.

  2. Keywords

    Find pages that mention the words.

    Not the person behind the work, or whether they did it themselves.

  3. Networks

    Start from who is already on the books.

    Human-service expert networks begin with their own pool, not with what the person must have done.

  4. Daero

    Starts from the action.

    It reads interviews, trade articles, publications, case studies and conference talks for evidence of what the person did.

How it works

Describe. Check the reading. Review the proof.

  1. 01

    Describe the person you need.

    A messy request is fine: who the person is, what they must have done, in what context and what rules them out. Pick how many people and the lowest project fit you’ll accept.

    Missions › New project

    New project

    Describe who you want to find.

    Who are you looking for?

    Find engineering leaders who personally led the migration of a large production system from a monolith to event-driven microservices in the last five years. Leave out consultants and current employees of our company.

    How many people10 Minimum project fit8 / 10
    Review request
  2. 02

    Check what Daero understood.

    Daero breaks the request into the person, the action, the context, the exclusions and the constraints, and shows every point it will check. Nothing is searched until you confirm.

    Missions › New project › Check the request

    Before searching

    Check what Daero understood

    Nothing has been searched yet. Fix anything that’s wrong so the search looks for the right people.

    Before Daero searches

    Must the person still be in that role?

    A current or former role counts · Daero’s pick

    In the role now · the search then requires: Is in the role now

    What the search checks for each person

    From your request as you’ve left it above. A person counts only when a source shows every must-have.

    • Must havePersonally led the migration of a production system from a monolith to event-driven microservices
    • Must haveThe system was a large production system
    • Must haveThe migration happened in the last five years
    • Leave outConsultants
    • Leave outCurrent employees of your company
    Looks right, start searchBack to my request
  3. 03

    Get people ranked by fit, with proof kept separate.

    Daero searches the public web and reads the pages it finds. Each person shows why they fit, what supports it, what remains uncertain and what to confirm.

    Project · People

    Monolith-to-microservices migration leaders

    See your shortlist

    Search 1: keep or pass

    3 fewer than you asked forDaero doesn’t lower your minimum fit to fill the list.

    7 people at 8/10 or better.

    1. Recommended

      1Priya VenkataramanFormer VP Platform Engineering · Fernhill Payments9/10project fit
    2. Strong lead — confirm one point: led the migration personally

      2Marcus OyelaranPrincipal Engineer · Tidewell Logistics8/10project fit

A result, up close

The evidence, and the gaps, on every person.

Fit, evidence and whether a role is current are shown as separate facts. Where Daero couldn’t check something, it says so instead of guessing.

  • Supported. Quoted from a public page Daero read.
  • Confirm. A point to check before outreach.
  • Unknown. Page not read, or Cannot verify.

Strong lead — confirm one point: “personally led the migration of a production system from a monolith to event-driven microservices” (only the web search’s summary claims it; page not read by Daero)

2Marcus OyelaranPrincipal Engineer · Tidewell LogisticsFrom a conference talk Daero read; not confirmed current.8/10project fit
Fit status
At or above your fit floor
Evidence
Page-backed quote: their quote on a page Daero read
Currentness
Cannot verify

Confirm in outreach: Did you lead the migration yourself, or one team’s part of it?

Check this onePage not read

  • ✓The system was a large production systemrequired · quoted from the page
  • ?Personally led the migration of a production system from a monolith to event-driven microservicesrequired · claimed in the web search’s summary; page not read · point 1 to confirm
  • ✓The migration happened in the last five yearsrequired · quoted from the page

Plain boundaries

What Daero is, and what it isn’t.

Daero is

  • Software your team runs on its own requests.
  • A search of public sources that reads the pages it finds.
  • A clear reading of your request, shown before anything is searched.
  • Evidence, currentness and open points for each person.

Daero isn’t

  • An expert network, a private network or a pre-vetted pool.
  • An outreach tool. Daero doesn’t contact anyone; your team decides who to approach, outside Daero.
  • A source of contact details. It doesn’t promise them.
  • A guarantee. Where it can’t check a role or claim, it says so.

Who it’s for

Built first for three kinds of work.

Also used for healthcare, founder, operator and strategy questions: any hard “who has done this?” request you can describe in plain English. These are the kinds of requests Daero is built for, not reported results.

Evidence, limits and review

Built for responsible review.

Daero never turns “possible” into “verified”. A highly relevant person stays visible even when public evidence is thin, with exactly what to confirm. When fewer people meet your minimum fit than you asked for, Daero says so instead of lowering it.

Daero is early software. Treat every shortlist as a starting point for your own judgment.

How Daero handles evidence

Get started

Bring a real request.

Your first search is free, up to about 30 people, with no card. Plans start at $29 a month after that.