A small HR team can get a hundred or more resumes for a single role. Reading them all takes days, and tired reading is where good candidates get missed. AI can do the first pass. It should never make the final call.
The shape that works
Think of screening as four steps, in this order:
- Rules first. Check the basics that are yes or no: location, notice period, a required licence. Plain rules are cheap, predictable and easy to explain.
- AI score on skills. Give the AI the job description and the resume with the name, photo, age and address removed. Ask it to score only against the listed skills and to give a reason for each score.
- A short brief. For every shortlisted person, the system writes a few lines: strengths, gaps, and questions worth asking in the interview.
- A human decides. A recruiter reads the brief and the resume and chooses who to call.
Hide what should not matter
Names, photos, gender, age, marital status and home address do not predict whether someone can do the job. Strip them before the AI sees the resume. This does not remove every source of bias, because a resume can still carry signals through college names or gaps, but it removes the most obvious ones.
Never auto-reject
The most important rule is that the AI should not reject anyone on its own. Low scores go to a "review" pile that a person can open. If you cannot explain to a candidate why they were rejected, the setup is wrong.
Test before you trust it
Take ten old resumes where you already know who was hired and who was not. Run them through. Read the scores and reasons. If the AI ranks a person you know was strong near the bottom, find out why before using it on live applicants. Repeat the test whenever you change the job description or the prompt.
Keep a record
Save the score, the reason and who made the final decision for each candidate. That record helps when someone asks why they were not shortlisted, and it helps you spot patterns you did not intend.
Handle candidate data carefully
Resumes are personal data. In India, the Digital Personal Data Protection Act places duties on organisations that process it, such as having a clear purpose and not keeping data longer than needed. Check with your legal adviser what applies to your company, and tell candidates in the job post that an automated tool helps with first-pass screening.
Where to start
Pick one open role. Run the system alongside your normal process for a week and compare the shortlists. Keep it only if it saves time without missing people you would have called.
If you want us to run that test on your own old resumes, book a free test.