AI agents for 

- 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.
How it works
A daily crawl of their sites, alerts to Telegram
Tasks into Jira, out of the shared base
xlsx, pdf and docx out of the same base
An independent LLM reviewer before signature
Written up from the recording of the meeting
PPTX from the brief of that same meeting
A live assistant inside the call itself
Sub-agents over an LLM and a vector base
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