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FitScore CV Screening

CV screening. Match evidence to your role.

Turn a queue of CVs into a role-specific view of fit, with scores, confidence and evidence your team can investigate.

For recruiters who need to prioritize applications without losing the context behind a CV.

A recruiter comparing a candidate CV with role requirements on two paper sheets.

Part of Tarkflo Hire

A ranking is useful only when you can understand it.

FitScore evaluates submitted CV information against your role requirements. It helps your team decide what to review first without treating a score as a final hiring decision.

See the connected hiring platform

Prioritize the review queue

Use a shared, role-specific frame instead of opening every CV without a starting point.

Understand uncertainty

Confidence adds context when a CV is thin or the available evidence is limited.

Keep people in the process

FitScore ranks and recommends; candidates below a screening gate can be held for review rather than silently rejected.

Current Hire AI CV screening note for a fictional customer-support applicant, showing an 84 FitScore, high confidence and three matched role requirements.

Role-specific fit

Evaluate the application against what the job needs.

FitScore uses the requirements of the role to assess skills and experience, rather than presenting a generic score for the person.

  • Role requirements guide the evaluation
  • A 0–100 FitScore for prioritization
  • A consistent frame across applications to the role
Current Tarkflo Hire CV screening panel showing a sample customer-support candidate’s FitScore, matched requirements and role-specific reasoning.

Evidence and confidence

See what supports the ranking—and what does not.

Review the CV evidence and confidence behind the result. Limited information should be visible as uncertainty, not disguised as certainty.

  • Supporting candidate information
  • Confidence alongside the score
  • Context for a more focused human review
Current Hire FitScore breakdown for a separate limited-evidence CV example, showing low confidence, missing CRM evidence and a recommendation to review before deciding.

A connected next step

Move from CV review into the configured workflow.

Where a FitScore gate is configured, qualifying applications can proceed to the next invitation while other cases remain available for review.

  • Screening gates defined by your team
  • Candidate record and CV kept together
  • Manual review for incomplete or unreliable scoring
The actual light-theme Hire workflow progression and FitScore gate controls, showing configured thresholds and delays, with below-threshold candidates held for human review rather than automatically rejected.

From setup to next step

How it fits into your workflow.

  1. Define the role

    Set the requirements and hiring criteria that should guide screening.

  2. Evaluate the submitted CV

    FitScore analyzes available CV evidence and records a score with confidence.

  3. Review and progress

    Inspect the evidence, resolve uncertain cases and continue your chosen hiring workflow.

A little more clarity

Questions about FitScore CV Screening.

Your workflow. Your next hire.

Start your shortlist with context.

Walk through FitScore on a role your team actually hires for.

A practical walkthrough, built around your hiring process.