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Million Talents AI

How we screen

Every candidate, checked three ways and reviewed by a person.

Our screening combines AI's speed and consistency with an experienced recruiter's judgement. Here's exactly what happens before a profile reaches you.

The process

Four stages, one recommendation.

Layer 1

AI-assisted CV evaluation

Each CV is scored against the role's must-have and nice-to-have skills, depth of experience, career progression and context such as company type and team size.

What we look at

  • Skill match
  • Experience depth
  • Role progression
  • Salary & notice fit
Layer 2

AI interview

Candidates answer role-specific questions in a recorded AI interview. Answers are scored for knowledge, problem-solving and communication on a consistent rubric.

What we look at

  • Role knowledge
  • Problem-solving
  • Communication
  • Motivation
Layer 3

Practical assessment

A short task that mirrors real work: a coding exercise, a sales role-play, a spreadsheet test, a writing sample or a mock support ticket.

What we look at

  • Task quality
  • Approach
  • Time management
  • Tool usage
Final

Recruiter review

An experienced recruiter reviews the scores, recordings and task, speaks with the candidate, and confirms fit, motivation and expectations before recommending them.

What we look at

  • Culture & team fit
  • Motivation
  • Offer readiness
  • Red flags

Scoring

How the score works

Each layer is scored from 0 to 10 against a rubric set for the role. The overall interview score is a weighted average, and the recruiter's recommendation always accompanies it. A score helps you compare candidates; it never replaces your judgement.

Default weighting

  • CV evaluation25%
  • AI interview40%
  • Practical assessment35%

Weights can be adjusted per role with your hiring manager.

Fairness

Fast, consistent, and fair.

Same questions, same rubric

Every candidate for a role is assessed the same way.

Consent first

Candidates know how each stage works and consent before recording.

People decide

AI supports the process. Recruiters and you make the decisions.

Data protection

Assessment data is handled under our privacy policy and DPA.

Send us one brief today. Shortlist within the hour.*