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PEOPLE & PRIVACY · Workflow idea

Keep candidate-submitted résumés, published role criteria, and tentative match explanations accurate, proportionate, and accountable to a person.

For an authorized purpose, prepare a transparent comparison against role-related criteria for a recruiter to inspect. A similarity score can be biased, incomplete, or mistaken for a hiring decision. Give candidates appropriate notice and correction options, protect application records, use consistent job-related criteria, avoid sensitive inferences, and leave screening and employment decisions with qualified people. Explain personal-data use and retention, obtain required consent, respect source and reuse rights, verify important details, and keep external or consequential actions under explicit human approval.

Make it yours See how it works ↓
A Roman aqueduct taking shape from architectural sketch to marble.
A little structure. A clearer outcome.
Starts with
A permitted request about candidate-submitted résumés, published role criteria, and tentative match explanations is ready for review
Produces
A private candidate-submitted résumés, published role criteria, and tentative match explanations review draft with source checks, uncertainty notes, and human approval status.
Category
Reviews & approvals

01 / The starting point

A clear request.
A useful direction.

A defined purpose, authorized source material, and an accountable reviewer

“Prepare candidate-submitted résumés, published role criteria, and tentative match explanations from permitted information for a person to review before any external or consequential action.”
An example request · Make it specific to your team.

02 / The work

4 tasks.
One useful outcome.

Prepare a transparent comparison against role-related criteria for a recruiter to inspect.

  1. Confirm notice, consent, and fair purpose

    Explain how personal information is used and avoid unrelated or sensitive inferences.

  2. Check details with their source

    Verify identity, dates, context, and corrections before relying on a record.

  3. Treat scores and summaries as limited signals

    Do not turn an estimate or classification into a fact or judgment about a person.

  4. Keep consequential choices with qualified people

    Require accountable human judgment and provide a route to correct inaccurate information.

03 / The result

Something useful.
Something to build on.

A private candidate-submitted résumés, published role criteria, and tentative match explanations review draft with source checks, uncertainty notes, and human approval status.

AmbactiWorkflow folio · 4 steps

Review résumé-to-role match suggestions

Reviews & approvals · Example outcome

The handoff

A private candidate-submitted résumés, published role criteria, and tentative match explanations review draft with source checks, uncertainty notes, and human approval status.

Keep in mind

A similarity score can be biased, incomplete, or mistaken for a hiring decision. Give candidates appropriate notice and correction options, protect application records, use consistent job-related criteria, avoid sensitive inferences, and leave screening and employment decisions with qualified people.

04 / Make it yours

Set the brief.
Set the standard.

A few choices shape the work around your team.

Explain collection, access, and retention

Provide clear notice and practical ways to correct, withdraw, or delete personal information.

Use relevant and fair criteria

Exclude sensitive traits and check for unfair effects on people.

Restrict individual-level information

Share identifying details only with designated reviewers and minimize exports.

Require qualified review for decisions

Keep employment, health, housing, and other consequential decisions with accountable people.

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