Candidate Screening Workflow: CV, Assessment & AI Video Interview

A strong candidate screening workflow is not the longest one. It is the shortest sequence that collects relevant analytics and helps the hiring team decide who deserves human review. For bulk hiring and high-volume roles, that sequence can begin with one reusable public hiring link shared on LinkedIn, Indeed, other job boards, communities or the company careers page.

Every applicant completes the same contact, CV and screening step. Clear essential requirements can use knockout rules, while other answers remain available for human review. This creates a consistent first stage even when tens or hundreds of people apply through the same campaign.

Qualified applicants can then continue to a role-relevant pre-employment assessment, an AI video interview, or both in the order the employer chooses. AI video interviews run in the browser with questions grounded in the role and candidate context, so recruiters do not need to create a separate interview link for every applicant in a bulk hiring campaign.

Not every role needs every stage. A CV may establish basic requirements, an assessment can collect analytics similar to the work, and an AI video interview can explore communication, reasoning or role knowledge. Keep the stages that add useful analytics and remove the ones that only add candidate effort.

Bring the source, screening result, CV, assessment and AI video interview analytics into one candidate record. Use ranking to guide the review queue and identify the strongest candidates across the criteria that matter to the company, then inspect the underlying analytics instead of treating one score as the final employment decision. The final shortlist and hiring decision stay with the human hiring team.