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Case · corporate AI agents · 2026

AI agents for Beeline

Билайн

Scope
8 services
reading four sources between them

Task: take the routine off the teams — eight jobs somebody did by hand every week, from watching the competition to writing up the meeting, each handed to an agent of its own.

Eight services, and what wakes them the client’s signal reaches each service down a branch of its own, and each is a contour of its own — but where the material is the same thing, the agents read it together
Client
one database calls and meetings Competitor monitoring competitor sites Task creation one database Reports one database Legal documents one database Briefs and minutes calls and meetings Presentations calls and meetings Negotiation map calls and meetings Research on demand LLM + vectors

How it works

Results

8
agent services in use
4
document formats out
24/7
monitoring without a person

Nothing waits for the planning meeting

A competitor’s move arrives as an alert the same day, and a meeting is written up before the next one starts

One failure is one service

The eight run in separate containers, so an update or an outage in one leaves the other seven working

Stack

LangChain Deep Agents · FastAPI · Docker · Telegram Bot API · Jira

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