# Qualify real estate leads and answer EMI queries with Telegram: n8n workflow

> Started by an incoming Telegram message, and works across Gmail, Google Sheets, Slack and Telegram. It hands the judgement calls to OpenAI.

Source: https://millionrounds.com/workflow/qualify-real-estate-leads-and-answer-emi-queries-with-telegr (Millionrounds; every figure on the page links to its filing or article)

[Automation library](https://millionrounds.com/workflows) · [Lead generation](https://millionrounds.com/workflows?category=Lead+generation#library)

# Qualify real estate leads and answer EMI queries with Telegram

Started by an incoming Telegram message, and works across Gmail, Google Sheets, Slack and Telegram. It hands the judgement calls to OpenAI. 24 steps, 3 branches: large, and worth reading before you trust it with anything live.

Large Calls a model: OpenAI

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fqualify-real-estate-leads-and-answer-emi-queries-with-telegr)

**24 steps** Large: read it before trusting it with anything live

**3** Branches: places the flow splits

**0** Loops or waits

**4** Services it connects to

## The flow

Starts it 2 Model 5 Logic 5 Service 12

The steps in the order they run, from what starts it.

- 1 **Telegram – Receive Customer Message** Telegram trigger *Starts it*
- 2 **On Workflow Error** Error trigger *Starts it*
- 3 **Normalize Input** Set *Logic*
- 4 **Slack – Post Workflow Error Alert** Slack *Service*
- 5 **Classify Intent & Language** Open Ai *Model*
- 6 **Route by Intent** Switch *Logic*
- 7 **Extract & Score Lead** Open Ai *Model*
- 8 **Extract Loan Parameters** Open Ai *Model*
- 9 **Answer Support Query** Open Ai *Model*
- 10 **Reply – Fallback Clarification** Telegram *Service*
- 11 **Append Lead to Sheets** Google Sheets *Service*
- 12 **Calculate EMI** Code *Logic*
- 13 **Query Resolved?** If *Logic*
- 14 **High Score Lead?** If *Logic*
- 15 **Generate EMI Reply** Open Ai *Model*
- 16 **Log EMI Simulation** Google Sheets *Service*
- 17 **Reply With Answer** Telegram *Service*
- 18 **Log Escalated Ticket** Google Sheets *Service*
- 19 **Notify Agent – Hot Lead Email** Gmail *Service*
- 20 **Reply – Nurture Lead** Telegram *Service*
- 21 **Send EMI Breakdown** Telegram *Service*
- 22 **Notify Agent – Unresolved Ticket** Slack *Service*
- 23 **Reply – Connecting Agent** Telegram *Service*
- 24 **Reply – Connecting to Support Agent** Telegram *Service*

## How it's built

- **Starts on:** An incoming Telegram message
- **Steps:** 24, with 3 branches
- **Size:** Large: read it before trusting it with anything live
- **Connects to:** Gmail, Google Sheets, Slack, Telegram
- **Model:** OpenAI

## Questions

What does it need to run?

An n8n account, plus your own Gmail, Google Sheets, Slack and Telegram accounts, and a key for OpenAI. You connect your own accounts after importing it; none are included.

What starts it?

It starts on an incoming Telegram message.

Does it use AI?

Yes. It calls OpenAI. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Take your time. At 24 steps it is large: read it before trusting it with anything live.

How do I import it?

Copy the workflow, open a new workflow in n8n and paste. The steps appear on the canvas, ready for your own accounts.

**Before you run it**

Nothing here has been tested by us. It is somebody's working automation, read and described from its own steps. Treat the connections it wants as a list of accounts it will touch, and read the 24 steps before you point it at anything that matters.

## Run it in n8n

- **Create your n8n account** Free to start. n8n is where the workflow runs. [Create an n8n account ↗](https://millionrounds.com/n8n)
- **Download the workflow** Free with a Millionrounds account. [Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fqualify-real-estate-leads-and-answer-emi-queries-with-telegr)
- **Paste it into n8n** Open a new workflow in n8n and paste. Then connect your own accounts.

Stored with the author's traces removed: canvas notes, instance identifiers, saved credential names and any live document they had left behind.

## Connects to

Each opens the other workflows that use it.

[Gmail](https://millionrounds.com/workflows?service=Gmail#library)[Google Sheets](https://millionrounds.com/workflows?service=Google+Sheets#library)[Slack](https://millionrounds.com/workflows?service=Slack#library)[Telegram](https://millionrounds.com/workflows?service=Telegram#library)

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Also lead generation, with the same services where possible, closest in size first.

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