A Telegram bot that warms up leads — AI funnel
AI leads the conversation through funnel stages, picks properties from the database and hands the client to a manager
- Type
- Telegram bot
- City
- Alanya, Türkiye
- Languages
- RU · EN
- Year
- 2026


The task
Leads from Telegram arrive at any hour, the manager answers an hour later — and the client is already writing to competitors. The agency needed a bot that is neither a broadcast nor an FAQ: it clarifies dates, budget and district, suggests properties from the database, answers detailed questions and hands over to a manager when the client is ready to deal.
What we did
A real conversation
The bot talks to the client on a Claude model, without rigid scripts, in the client’s language.
Funnel stages
Needs → offers → warm-up → handover; the stage is visible on every lead in the CRM.
Picks from the database
Properties come from the agency database, matching dates, budget and district — with cards in the chat.
Handover to a manager
When the client is ready, the bot says honestly that a manager will join and passes on the whole conversation.
Anti-abuse limit
No more than 100 AI replies per conversation and protection against duplicate message delivery.
Analytics
Conversations, handovers, reply speed and client languages on one page.
Screens
Desktop 1440 and phone 390 · demo data



Result
Stack and scope
- Telegram Bot API
- Claude Haiku 4.5
- Cloudflare Workers
- D1
- JavaScript
- Telegram bot on a Claude model
- Funnel stages in the CRM
- Property picks from the database
- Limits and duplicate protection
- Demo pages with scenarios and analytics
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