AI recruiting research vs manual sourcing

AI recruiting research that goes beyond the usual suspects.

Dozens of research agents work your brief from different angles, then return a ranked candidate list with the reasoning behind every name.

Send the brief

Email the job description or the notes you already have.

Brief · Northvale Health

CFO · public-readiness, healthcare scale

Northvale needs a CFO who has carried a finance team through real scale, past the FP&A-of-one stage, into audit committee cadence and public-readiness work. Healthcare adjacency is a strong plus; pure SaaS without the regulatory weight is the boundary case to flag, not the target.

Must have
  • Must
    Run-rate scale
    Has owned finance through a $50M → $200M+ scale, not just a steady-state book.
  • Must
    Public-readiness work
    Lived through IPO prep or carve-out diligence. SOX, audit committee cadence, controls.
Strong signal
  • Strong
    Healthcare adjacency
    Multi-site provider, payer, or health-tech. Pure SaaS without the regulatory weight is a stretch.
  • Strong
    Built an FP&A team
    Hired and grew at least 4–6 finance ICs; not a solo operator the whole time.
Nice to have
  • Nice
    M&A close reps
    Two or more buy-side closes; Northvale expects to be acquisitive in 2026.
Location
Boston metro · hybrid 3 days
Comp band
$340–420k cash · meaningful equity
Reports to
CEO · board exposure expected
Timeline
Slate in 4 weeks · close by Q3

The direct answer

What is AI recruiting research?

It's the use of software agents to search for candidates, read career evidence, and assess each person against a hiring brief.

Cruvo gives each agent a different line of research. One may follow sector adjacency, another geography, another a less obvious career path.

The result isn't a raw export. It's a ranked, assessed long-list that stays anchored to the criteria in your brief.

Compare the methods

Human judgment stays. The research model changes.

Manual sourcing and Cruvo can serve the same brief. The useful difference is who explores the market, how the evidence is assessed, and what remains after the search.

See a ranked long-list

Manual sourcing

Cruvo's reviewed agent research

Research direction

A researcher chooses each route and decides where to look next as the search develops.

Separate agents test sectors, geographies, and career paths from the same brief.

Profile assessment

The researcher reads profiles, applies the brief, and records their judgment in the team's usual format.

Candidates are assessed against shared criteria, then Cruvo's team reviews the result before delivery.

Working output

The team keeps names and notes in its existing spreadsheet, database, or recruitment system.

The buyer receives a ranked long-list with career evidence, fit reasoning, and a reusable prospect workspace.

Best fit

Useful when the team wants direct control of every research step and the brief fits its available capacity.

Useful when a hard-to-fill role needs more research angles without handing over the hiring decision.

The workflow

From job brief to research you can act on.

  1. 01

    Send the brief

    Email the job description, your notes, or the brief you already use. We turn it into the criteria every candidate is assessed against.

  2. 02

    Agents work every angle

    Dozens of research agents search independently, test different routes into the market, and read profiles in depth.

  3. 03

    Review the ranked long-list

    You get a candidate list with fit reasoning, career evidence, and the context to decide who should move forward.

Why teams use it

More reach without a bigger research team.

01

Search beyond the obvious market

Separate agents explore sectors, geographies, and career paths independently, so adjacent candidates have a chance to surface.

02

Read every profile against the brief

Each candidate is assessed against the same criteria. The 80th profile gets the same attention as the eighth.

03

See the reasoning, not just names

The long-list is ranked and contextualised, with evidence you can use in candidate outreach and client conversations.

Brief · Northvale · CFO search

Longlist · 47 candidates

  • 01Maren HollowayVP Finance · Greyline Analytics
  • 02Idris OkaforDir, FP&A · Northvale Health
  • 03Priya RamanathanCFO · Tessera Bio
  • 04Jonas WeltmanGroup Controller · Halcyon
  • 05Saoirse BrennanHead of Strategic Finance · Lumenpath
  • 06Marco VillanuevaSVP Finance · Atria Logistics
  • 07Lila TanVP, Corporate Development · Stonefield

Maren Holloway

VP Finance · Greyline Analytics · San Francisco

Strong fit
Work history
  1. 2022 — Now
    VP Finance · Greyline Analytics
    $40M → $180MSeries D closeIPO readiness
  2. 2019 — 2022
    Director of Finance · Cordova Labs
    Built FP&A, 1 → 6Series B → C
  3. 2014 — 2019
    Senior Manager · Deloitte · Transactions
    Healthcare M&A

Took Greyline from $40M to $180M run-rate over three years, closed a Series D, and carried IPO readiness for 18 months before the team paused the process. Before that, built the FP&A function at Cordova through Series B–C. Healthcare M&A grounding from Deloitte.

The deliverable

A candidate list that explains itself.

See who fits, why they fit, and which part of their career supports the verdict. Filter, compare, and click through to LinkedIn when you're ready to act.

  • Candidates ranked against the brief
  • Career evidence and fit reasoning
  • Adjacent-sector names a conventional search can miss
See how the Cruvo workspace works

Common questions

Before you send a brief.

What is AI recruiting research?

AI recruiting research uses software agents to search for candidates, read career evidence, and assess each person against a hiring brief. Cruvo turns that work into a ranked long-list for the recruiter or hiring team to review.

How is Cruvo different from a candidate database?

A database returns profiles that match a filter. Cruvo's agents take different research angles across sectors, geographies, and career paths, then assess and contextualise the results against your criteria.

Does Cruvo replace the recruiter?

No. You run the search and make the hiring decisions. Cruvo runs the research that sits underneath those decisions, giving you a broader and better-assessed candidate pool.

How does AI recruiting research compare with manual sourcing?

Manual sourcing keeps each research decision with a recruiter or researcher. Cruvo uses separate agents to explore multiple routes from one brief, then its team reviews the ranked result. The recruiter still decides who moves forward.

Can Cruvo handle confidential searches?

Yes. Every brief is treated as confidential, and Cruvo can sign an NDA before the research starts.

Put your hardest brief in front of more research angles.

Send the job description or the notes you already have. We'll read it and start with the questions that matter.

Send the brief