Use case · Multilingual hiring

Screening applicants in English, Malay and Chinese

In Malaysia the language an applicant interviews best in is often not the language the job advert was written in. A first round held only in English screens out people who would do the job well, and one that never checks language misses the roles where it matters.

Sample data

Works with the places your applicants already are

  • Jobstreet application emails
  • LinkedIn
  • WhatsApp
  • Email

The Problem

Why the first round breaks down

  • An English-only first round measures English

    For a warehouse, kitchen or security role, an applicant who struggles to describe their experience in English may still be the strongest candidate, and an English-only first round quietly ranks them lower.

  • Some roles really do need a language

    A contact centre serving Mandarin speakers or a sales role in a Malay-speaking area needs an actual check, not a tick box on the application form.

  • “Fluent” on a CV is a self-rating

    It covers everything from a few phrases to a first language. Only an exchange in the language shows which.

  • The person screening may not share the language

    A recruiter who works only in English or Malay cannot judge an answer given in Chinese, so the applicant is steered back into their weaker language.

How it works

  1. 01 · Rank

    Every job ranked against the same must-haves.

    AI reads each CV and shows which must-haves it meets and which it does not, whoever on your team opens the job.

  2. 02 · Share

    Shortlists a hiring manager answers by link.

    Send several profiles in one link. The hiring manager marks who to interview, with no account to make.

  3. 03 · Remember

    Your talent pool first.

    Open a new job and AI shows who already applied for something like it, so a past applicant is the first place you look.

How to run the first round

Separate the interview language from the job language. Let applicants answer questions about experience and availability in the language they are most comfortable in, and check the language the job needs separately.

Check the job language with a job task. For a role that needs Mandarin, ask a question that has to be answered in Mandarin, such as explaining a late delivery to a customer.

Keep the applicant’s own words. A record of what was actually said shows a hiring manager the language, where a note saying “good English” does not.

First-round questions to ask

“Which languages do you speak, and which are you most comfortable working in?”

Why ask it. It separates everyday fluency from the language someone can do the job in.

“This role serves customers in [language]. How would you handle [a common situation]? Please answer in [language].”

Why ask it. An actual answer in the language is the only dependable check.

“Can you read and write [language], or do you speak it only?”

Why ask it. Many roles need messages, orders or reports in the language, which speaking alone does not show.

“Have you used [language] at work before? Doing what?”

Why ask it. Use at work is a better guide than school results or a self-rating.

Running it with Agentic Blue

Agentic Blue is an applicant tracking system. Applications arrive by themselves from Jobstreet application emails and the job’s own apply page, or as CVs you upload, in one list. AI reads every CV against the job’s must-haves and shows the CV line behind each one, the shortlist goes to the hiring manager as one link they answer, and everyone who applied stays in your talent pool for the next job.

With the AI Interviewer module switched on:

  • Blue starts in English, and candidates can answer in Malay or Chinese.
  • The transcript keeps the conversation as it happened, so a hiring manager can see the language the candidate actually used.
  • The interview is typed, so it shows written language. For a role that is mostly speaking, hear candidates speak before you hire.

Blue, the AI interviewer, asks every applicant about experience, expected salary, notice period and availability, and does not reject anyone: you decide who moves forward. How it works for employers in Malaysia is on the AI interviewer for Malaysia page, what candidates are told is on the trust page, and how Agentic Blue is priced is on the pricing page.

Where it fits less well

Formal certification. A first-round conversation shows how someone communicates; it does not certify a level. A role that requires a language certificate still needs the certificate.

Spoken fluency. A typed first round cannot tell you how someone sounds on a call. For voice roles, add a spoken step before an offer.

Questions people ask

Can candidates answer an AI interview in Malay or Chinese?

With Agentic Blue, yes. Blue starts in English, and candidates can answer in Malay or Chinese.

Is it fair to screen applicants in English only?

For a role that does not use English, it measures something the job does not need and tends to rank capable applicants lower. Let them answer in their stronger language and check the job language separately.

How do I check a candidate’s language in the first round?

Ask a job-related question that has to be answered in that language and read the answer. A self-rating on a CV is not a check.

Bring one open role. See it ranked.

Agentic Blue is invitation only. A person reads every request.

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