Explainable AI matching

See the reasons behind every candidate score.

Enroll Talent breaks the match between an application and a role into understandable dimensions: skills, experience, and essential criteria. The score guides review; it never replaces recruiter judgment.

Separate dimensionsVisible points to verifyHuman decision retained
client.enrolltalent.com
Application · Product

Match with the job

91%
AR
Amélie RoyProduct Manager · Montréal
Review
Detected evidenceResume
7 years in digital product
B2B SaaS and user research
Bilingualism to confirm
Skills94%
Experience86%
Essential criteria90%
Validate during screening. The score is not a hiring decision.
What your team gains

An understandable priority beats an opaque number.

Your team can verify the signals, compare profiles against the same criteria, and document its own judgment.

Readable criteria

Review skills, experience, and essential job requirements as distinct matching dimensions.

Gaps to validate

Surface missing or ambiguous information that calls for a question rather than an automatic conclusion.

More consistent review

Use a shared analysis structure to prioritize reading while recruiters interpret the person’s context.

Score breakdown

Each dimension tells part of the match story.

A single percentage cannot explain a profile. The detailed view shows where alignment is strong, where it is partial, and what the hiring team still needs to confirm.

  • Separate identified skills from skills that need confirmation.
  • Compare relevant experience with expectations for the role.
  • Treat essential criteria as explicit validation points.
client.enrolltalent.com
Application · Product

Match with the job

91%
AR
Amélie RoyProduct Manager · Montréal
Review
Detected evidenceResume
7 years in digital product
B2B SaaS and user research
Bilingualism to confirm
Skills94%
Experience86%
Essential criteria90%
Validate during screening. A recruiter opens every item before deciding.
AI under human control

The score starts the inquiry; it does not end the decision.

Enroll Talent helps organize available information. Recruiters review the resume, correct context when needed, and determine next steps according to their responsibilities and policies.

  • Return to the profile evidence behind each signal.
  • Never present the score as a hiring decision.
  • Use the explanation to prepare meaningful screening questions.
client.enrolltalent.com
Explainable AI assistance

Explained candidate match

Analysis active
Structured criteriaInputs
Company and job profile
Team-defined criteria
Authorized record data

Explained candidate match

Skills, experience, and essential criteria are evaluated as separate dimensions.

Skills94%
Experience86%
Essentials90%
Your team keeps the decision. The score organizes evidence; the team retains evaluation and decision-making.
How it works

A score that leads to useful verification.

AI matching becomes a clear starting point for reviewing the candidate record.

01

Define criteria

Structure the skills, experience, and essential requirements for the job.

02

Review the explanation

See matching dimensions and the elements that require human validation.

03

Apply your judgment

A recruiter reviews the evidence, adds an evaluation, and chooses the next step.

Frequently asked questions

What to know about this product.

What is a transparent candidate score?

It is a match indicator accompanied by an explanation across several dimensions. Users can see the skills, experience, and criteria that contribute to the analysis.

Does the score automatically reject applications?

No. It helps prioritize information for review. Profile validation and sensitive decisions remain the responsibility of the hiring team.

Can we see what is missing from a profile?

Yes. The view can flag information that was not found or remains ambiguous so recruiters can verify it instead of making an assumption.

Why separate the score into dimensions?

The breakdown makes the analysis easier to understand. A candidate may closely match the skills while their experience still requires a conversation.

Move to simpler recruiting

Prioritize applicants with visible reasons.

Explore AI-assisted candidate matching designed to inform recruiters without making decisions for them.

Get started with Enroll TalentTalk to an expert