appana TechnologiesUAE · AI innovation

Resume screening & shortlisting

Parse applications and rank candidates against the role’s requirements.

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FROM POSSIBILITY TO PRACTICE

What it does for your business

Help recruiters organise applications against job-related requirements. The workflow can extract relevant experience and qualifications, show where an application provides evidence for each criterion and identify information that needs clarification. Recruiters retain all selection decisions.

The value it could bring

These are the improvements to evaluate against your current process. We agree the scope and test the value with your team.

Less application preparation

Help recruiters find relevant evidence without repeatedly reading each CV to populate a spreadsheet.

Visible criteria and evidence

Make the agreed requirements and supporting application passages available to the hiring team.

Better questions for the next stage

Turn missing or unclear information into questions a recruiter can follow up.

EVIDENCE FROM OTHER BUSINESSES

Published ROI evidence

We have not linked a comparable published financial ROI study for this use case yet. That leaves it unranked, rather than assigning an estimated score. A pilot can measure benefits and total implementation and running costs in your business.

How it works in your business

  1. STEP 1

    Bring in the right context

    Select the relevant information from your HR platform, applicant tracking system and approved policy library. Agree what a good result looks like with your HR and recruitment team, including the rules, examples and permissions the workflow needs.

  2. STEP 2

    Turn the task into a workflow

    Parse applications and rank candidates against the role’s requirements. The workflow identifies the required information, preserves references to its source and highlights missing or uncertain fields for review.

  3. STEP 3

    Put the result to work

    Return structured information to the team's existing tools, with incomplete or uncertain items in a review queue. HR retains responsibility for candidate and employee decisions, with a way to inspect the information behind each suggestion.

AN EXAMPLE IN PRACTICE

For one role, a recruiter agrees an evidence-based rubric with the hiring manager. Each application is summarised against that rubric, with links to the relevant CV passages. Missing evidence becomes a follow-up question, and the recruiter reviews the original application before shortlisting.

Start with a focused pilot

Choose one workflow, one team and a representative set of real tasks. We establish the current baseline, build the first version and review the results together before expanding it.

What we would start with

Depending on the scope, useful inputs include:

  • Role requirements and a job-related evaluation rubric
  • Applications the team is authorised to process
  • Reviewed examples and candidate-data handling rules

We agree access and integration with your HR platform, applicant tracking system and approved policy library as part of the design.

How we would measure value

  • Preparation time per application
  • Accuracy of extracted evidence and reviewer corrections
  • Consistency and fairness of the reviewed rubric application

HR retains responsibility for candidate and employee decisions, with a way to inspect the information behind each suggestion.

LET’S BUILD IT TOGETHER

Could this help your business?

Tell us how your team works today and what you would like to improve. We’ll explore the opportunity, shape a practical first step and build it with you.

Talk to us about this use case