HR Tech / AI Automation

HR Bot in Telegram:
automating communications
with employees

How a company with a large staff freed its HR and accounting teams from 70% of typical requests by deploying an AI assistant based on LLM with RAG intelligence in Telegram. Average response time — 3 seconds, running 24/7.

Challenge: freeing HR from routine requests

task_alt

A company with a large staff-augmentation workforce received dozens of identical questions every day: when will salary arrive, how to file for vacation, what to do with a sick leave, where to download a certificate.

All of it landed on HR and accounting — real people spending their time on repetitive answers instead of their core work.

Main pain points

warning

For HR and Accounting

  • Identical questions 10+ times a day
  • Fragmented channels: email, Telegram, calls
  • Routine instead of strategic tasks
help_outline

For Employees

  • Unclear who to approach
  • Waiting for hours or until morning
  • Complex instructions get lost in chats

How it looks from inside

01 · Knowledge

All knowledge base — in the employee's pocket

An intuitive menu with the most frequent HR queries: from payroll to sick leave. Instant access to the right information directly in Telegram — anytime, anywhere.

02 · Handoff

Protection from "hallucinations" and seamless manager handoff

The bot works strictly within the corporate knowledge base and does not invent answers. If a question falls outside HR scope, it automatically hands it off to a live specialist with full context.

03 · Automation

Offloading HR and automating routine

For vacation or business trip requests, the bot provides step-by-step instructions on working with the corporate system — from application to final approval. Dozens of HR specialist hours saved monthly.

  • knowledge.ui — HR Assistant
    HR bot knowledge base menu: salary, vacation, sick leave, certificates
  • handoff.ui — HR Assistant
    Handoff to a live manager when a query falls outside the knowledge base (Human-in-the-loop)
  • automation.ui — HR Assistant
    Step-by-step instructions for filing vacation via the corporate system

Solution: AI assistant 24/7

A Telegram bot built on an LLM and trained on the company's entire internal knowledge base.

psychology

RAG Intelligence

The bot knows every policy and answers strictly from the company knowledge base.

smart_toy

Telegram Interface

Access from anywhere without installation.

update

24/7 Operation

Instant responses during weekends, holidays, and night hours.

Key metrics

−70%

Reduction of routine
HR workload

3 sec

Average response
wait time

100%

Accuracy on corporate
knowledge base

Knowledge base coverage

account_balance_wallet
Salary
Calculation, payments, taxes
flight_takeoff
Vacation
Application, days, vacation pay
medical_services
Sick leave
Limits, filing procedure
description
Documents
Certificates, applications
meeting_room
Termination
Deadlines, calculations, procedure
receipt_long
Taxes
Income tax, contributions, deductions

Three-tier response logic

1

Precise answer

Instant response based on approved policies.

2

Adjacent topic

If the question is similar, the bot offers clarifying information.

3

Human-in-the-loop

Automatic handoff to a manager with full context of the question.

Implementation results

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"The key architectural principle we embedded in the HR bot is strict operation within the corporate knowledge base. The bot has no right to invent. If a question falls outside HR competencies, Human-in-the-loop kicks in: the request is instantly forwarded to a live specialist with full context. This completely eliminates the risk of LLM hallucinations and preserves employee trust in the system."

YK
Yevhen Katkov
CTO, Aibot.pro
business
business

For the Company

  • bolt 3-second response at any time
  • security No request gets lost
  • insights Automatic knowledge gap analytics
  • hub Single entry point for all questions
groups
groups

For Employees

  • bolt 3-second response at any time
  • my_location No need to search for the right specialist
  • menu_book All instructions always at hand
  • mood Friendly communication format

Frequently asked questions

Q1 What is an HR bot for employees?
An HR bot is a Telegram assistant built on an LLM (Large Language Model) with RAG (Retrieval-Augmented Generation), trained on the company's internal knowledge base. It answers employee questions about payroll, vacation, sick leave, certificates and other HR topics, working 24/7 inside a familiar messenger interface.
Q2 What percentage of HR requests does the bot handle?
The HR bot handles up to 70% of typical employee requests automatically, without involvement from a live HR specialist. This reduces routine workload on HR and accounting by 70% and frees teams for strategic tasks.
Q3 How fast does the bot respond?
The average response time of the HR bot is 3 seconds. The bot is available 24/7 in Telegram, including weekends, holidays and night hours.
Q4 What happens if the bot does not know the answer?
The bot follows a three-tier response logic. Tier 1 delivers a precise answer sourced from the corporate knowledge base. Tier 2 offers clarifying information on adjacent topics. Tier 3 activates Human-in-the-loop: the request is automatically handed off to a live HR specialist together with the full context of the conversation. The bot never invents answers and stays strictly within the knowledge base.
Q5 What topics does the knowledge base cover?
The knowledge base covers 6 core topics: salary and taxes, vacation, sick leave, documents and certificates, termination, and income tax & contributions. The bot also provides step-by-step instructions for internal corporate systems, with 100% answer accuracy within the corporate knowledge scope.
Q6 How long does it take to implement an HR bot?
Development and launch of an HR bot takes from 2 weeks. The knowledge base is adapted to the specifics of the individual company, and accuracy on the corporate knowledge base reaches 100%.

Want the same result?

Development and launch of the system takes from 2 weeks. We adapt the knowledge base to the specifics of your particular company.

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