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.
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.
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.
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.
For vacation or business trip requests, the bot provides step-by-step instructions on working with Staff Tool — from application to final approval. Dozens of HR specialist hours saved monthly.
A Telegram bot built on an LLM and trained on the company's entire internal knowledge base.
The bot knows every policy and answers strictly from the company knowledge base.
Access from anywhere without installation.
Instant responses during weekends, holidays, and night hours.
Reduction of routine
HR workload
Average response
wait time
Accuracy on corporate
knowledge base
Instant response based on approved policies.
If the question is similar, the bot offers clarifying information.
Automatic handoff to a manager with full context of the question.
"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."
Development and launch of the system takes from 2 weeks. We adapt the knowledge base to the specifics of your particular company.