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AI Recruiter: AI candidate screening and hiring inside messaging apps

ChatApp's AI Recruiter runs first-round CV screening, chats with candidates on WhatsApp, Telegram and Facebook Messenger, checks their fit against the role and books interviews straight into your HR team's calendar — handling the repetitive part of hiring around the clock.

Telegram
WhatsApp
MAX
Avito
HeadHunter
SuperJob
9:41
Scenario AI
Hi, I'd like to apply for the Sales Manager role
Hello! What's your name?
Anna
Nice to meet you, Anna! Could you tell me about your sales experience?
I've been working in sales for 2 years
Thanks! Have you worked in B2C or B2B sales?
Mostly B2C, but I've also had B2B clients
Got it. Which key metrics do you track in your work?
Revenue, deal conversion and repeat-purchase rate
Great, your experience fits the role. When would suit you for a short interview with HR?
Tomorrow at 3 PM
Perfect! I've booked your interview for tomorrow at 3 PM. Our HR manager will be in touch.
Thank you!
Текст сообщения

What an AI Recruiter is, and which HR tasks it takes on

An AI Recruiter is a virtual, AI-driven HR team member that handles first contact with candidates in messaging apps: it asks follow-up questions about experience, motivation and expectations, checks fit against the role and books interviews with a recruiter. ChatApp's AI Recruiter runs inside a messaging-aggregation platform — no OpenAI key, no complex ATS integrations. Billing goes through ChatApp's internal ChatCoins, based on the candidate conversations actually processed.

Why traditional recruiting can't keep up

Up to 80% of time goes to routine work

Sorting CVs, outbound calls, back-and-forth about terms, scheduling interviews — this eats up a recruiter's entire day.

Strong candidates get left without a reply

While a recruiter works through applications one by one, strong candidates can sit unanswered for hours.

High-volume hiring doesn't scale with people

Retail, contact centres and delivery need dozens of new hires every week. Every application takes 5-10 minutes of first contact — growing the HR team becomes an endless cost funnel.

Candidates drop out after first contact

No-shows for interviews, candidates who stop replying, no confirmation of a start date. Without active reminders and gentle nudging, the funnel loses 30-50% of potential hires between stages.

How AI Recruiter takes a candidate from application to interview

Picks up the application from a messaging app

The AI responds to applications from hh.kz, LinkedIn or other job boards, or to a direct message from a candidate on WhatsApp, Telegram or Facebook Messenger. It replies within seconds — before the candidate loses interest.

Runs first-round screening against the job criteria

Following a pre-built scenario, the AI asks about experience, key skills, tools used, and availability for the required schedule and work format.

Assesses motivation and expectations

The AI finds out why the candidate is interested in the role, their salary expectations, and what matters to them in an employer. This data helps HR gauge how likely they are to accept an offer.

Answers the candidate's questions about the role

The AI draws on the uploaded job description and company FAQ: it explains responsibilities, schedule, terms and company culture. It takes routine questions off HR's plate.

Books the interview in the HR calendar

The AI agrees on a convenient time, checks the recruiter's calendar availability, sends an invite and a reminder the day before. It follows up with anyone who didn't show.

AI Recruiter vs. manual recruiting vs. a standard HR bot

Manual recruiting
Scripted HR bot
ChatApp AI Recruiter
Response time to an application
Hours to a full day
Seconds
Seconds
Applications handled in parallel
1-5
Dozens
Hundreds
In-depth criteria-based screening
✓ Yes
Forms only
✓ Scenario-based
Understands natural language
✓ Yes
− Partially
✓ Yes
Assesses motivation and fit
✓ Yes
− Partially
✓ Via follow-up questions
Interview scheduling in calendar
− Manual
Basic
✓ Automatic
Follow-up with no-shows
− Rarely
− Partially
✓ Automatic
Consistency of screening quality
Depends on the recruiter
Consistently weak
Consistent, script-driven
24/7 availability
− No
✓ Yes
✓ Yes
Cost per application
High (recruiter time)
Low, but weak conversion
Low, script-driven conversion

Which kinds of hiring AI Recruiter suits

High-volume frontline hiring

Retail, contact centres, delivery, warehouses, hospitality, manufacturing. The AI handles hundreds of applications per role, filters out non-relevant candidates by criteria (work eligibility, experience, shift availability) and books interview slots at scale.

Targeted IT hiring

The AI runs first-round screening against the tech stack: it checks hands-on experience with specific languages, frameworks and tools. It hands the technical interviewer a completed candidate profile with a short fit summary.

Reactivating your candidate database

Your HR CRM holds hundreds of candidates who were once considered but never reached an offer. The AI reaches out first, checks their current situation, presents open roles and passes interested ones to a recruiter.

Cold candidate sourcing

The AI makes first contact with a cold list of potential candidates (for example from public profiles or databases). It introduces the role, gauges interest, gently warms the candidate up and passes those ready to talk to a recruiter.

Onboarding new hires

After an offer is accepted, the AI walks the new hire through a first-days checklist: it sends instructions, answers questions about the company, reminds them about paperwork and collects feedback after the first week.

HR support for existing staff

The AI answers routine employee questions: schedules, leave, documents, company policies. It takes requests like "where do I get an employment certificate" off HR's plate.

Industries where AI Recruiter does best

Retail & chain stores

  • High-volume hiring for sales assistants, cashiers and merchandisers
  • Hundreds of daily applications handled without HR involvement
  • Filtering candidates by work eligibility, experience and shift availability
  • Booking group interview slots at scale
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Contact centres & BPO

  • Ongoing hiring for agents and support specialists
  • First-round screening for communication skills
  • Checking availability for shift patterns and work format
  • Shortlisting candidates with prior customer-facing experience
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Delivery, logistics & foodtech

  • Hiring couriers, drivers and warehouse staff
  • Confirming required documents, work permits and vehicle availability
  • Checking availability for shift-based schedules
  • Supporting regional and seasonal hiring spikes
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IT & digital companies

  • Targeted hiring for developers, analysts and product managers
  • Screening against tech stack and hands-on experience
  • Checking availability for remote, hybrid or on-site work
  • Handing HR or the technical interviewer a ready-made summary
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Manufacturing & industry

  • Hiring frontline staff for plants and production facilities
  • Confirming experience with machinery or equipment
  • Checking certifications, qualifications and safety training
  • Supporting regional hiring for production sites
Start free

Financial & insurance sector

  • Hiring client-service and back-office specialists
  • Screening sales agents and insurance product specialists
  • Working to strict, compliance-driven screening scripts
  • Checking experience, attention to detail and regulatory awareness
Start free

Candidate data protection

ChatApp's AI Recruiter runs on the platform's own multi-agent architecture. Candidate data is not passed to OpenAI or other third-party AI providers, and processing follows the Republic of Kazakhstan Law No. 94-V on personal data and its protection (and GDPR principles for international hiring).

Candidate data handled under Law No. 94-V

ChatApp's AI Recruiter runs on the platform's own multi-agent architecture. Candidate data is not shared with OpenAI or other third-party AI providers, and processing follows the Republic of Kazakhstan Law No. 94-V on personal data and its protection.

Candidate consent for data processing

On first contact, the AI can ask for the candidate's consent to process their personal data as part of hiring, in line with Law No. 94-V.

Full audit trail

Every AI conversation with a candidate, along with answers and decisions, is logged in your account. HR can export transcripts and audit screening quality at any time.

AI Recruiter: common questions

No. AI Recruiter takes over the repetitive parts of first contact: screening, answering routine questions, scheduling interviews. The final hiring decision, in-person interviews and soft-skills evaluation are still handled by a recruiter — the AI simply frees up their time for that work.

AI Recruiter holds a natural, to-the-point conversation and replies instantly, so candidates never have to wait. In practice, a fast and clear first contact builds more goodwill than waiting for a reply from a busy recruiter.

Billing goes through ChatApp's internal ChatCoins, based on the candidate conversations actually processed — no fixed subscription, no hidden fees. Every charge is itemised per conversation in your account.

Yes, the scenario adapts to both. For high-volume hiring the AI processes hundreds of applications in parallel and books group interview slots; for targeted hiring it runs in-depth screening against specific skills and role requirements.

Yes. AI Recruiter runs on ChatApp's own multi-agent architecture, and candidate data is never shared with OpenAI or other third-party AI providers. Every conversation is logged and available for audit, in line with the Republic of Kazakhstan Law No. 94-V on personal data and its protection.

AI Recruiter runs as a standalone scenario in ChatApp's bot builder and pushes candidate data to your CRM: Bitrix24, amoCRM, HubSpot, or any other system through ChatApp's open API.

Screening criteria are set by your HR team and can always be adjusted. For borderline cases, the scenario can be configured to hand the conversation to a recruiter instead of rejecting the candidate — with the full conversation history preserved.

Basic setup takes as little as 1 working day: connecting messaging channels, uploading role requirements and building the screening scenario in the visual builder. A full launch with testing typically takes 3-7 days.

AI Recruiter talks to candidates on WhatsApp (including the WhatsApp Business API), Telegram and Facebook Messenger, and it also handles applications coming from hh.kz, LinkedIn and other job boards.

Yes — ChatApp gives you seven days of free access to every feature, AI Recruiter included. That's enough to build a screening scenario for your role and test conversation quality on real applications. No card to get started.