# Automated lead qualification for JotForm with Gemini: n8n workflow

> Started by an incoming Telegram message, and works across Telegram. It hands the judgement calls to Gemini.

Source: https://millionrounds.com/workflow/automated-lead-qualification-for-jotform-with-gemini (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)

# Automated lead qualification for JotForm with Gemini

Started by an incoming Telegram message, and works across Telegram. It hands the judgement calls to Gemini. 11 steps, 1 branch: a working afternoon to understand properly.

Medium Calls a model: Gemini

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fautomated-lead-qualification-for-jotform-with-gemini)

**11 steps** Medium: a working afternoon

**1** Branch: places the flow splits

**0** Loops or waits

**1** Service it connects to

## The flow

Starts it 2 Model 3 Logic 3 Service 3

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

- 1 **Structured Output Parser** Output Parser Structured *Model*
- 2 **Google Gemini Chat Model** Lm Chat Google Gemini *Model*
- 3 **Trigger: When Form Submitted** Jot Form trigger *Starts it*
- 4 **Get Chat ID (One-Time Setup)** Telegram trigger *Starts it*
- 5 **Classify Lead Quality** Agent *Model*
- 6 **Parse AI Classification** Set *Logic*
- 7 **Route by Lead Type** Switch *Logic*
- 8 **Ignore Cold Lead** No Op *Logic*
- 9 **Notify Hot Lead** Telegram *Service*
- 10 **Delete Spam Submission** Http Request *Service*
- 11 **Flag in JotForm** Http Request *Service*

## How it's built

- **Starts on:** An incoming Telegram message
- **Steps:** 11, with 1 branch
- **Size:** Medium: a working afternoon
- **Connects to:** Telegram
- **Model:** Gemini

## Questions

What does it need to run?

An n8n account, plus your own Telegram account, and a key for Gemini. 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 Gemini. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 11 steps is enough that you should read each one before running it.

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 11 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%2Fautomated-lead-qualification-for-jotform-with-gemini)
- **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.

[Telegram](https://millionrounds.com/workflows?service=Telegram#library)

## Workflows like it

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

- [**AI-powered lead processing from Apify with Gemini** 11 steps · calls a model · Google Sheets, Telegram](https://millionrounds.com/workflow/ai-powered-lead-processing-from-apify-with-gemini)
- [**Qualify and route gym trial leads with OpenAI** 11 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/qualify-and-route-gym-trial-leads-with-openai)
- [**Qualify inbound leads with Gemini** 11 steps · calls a model · Telegram](https://millionrounds.com/workflow/qualify-inbound-leads-with-gemini)
- [**Score website leads with OpenAI and Gmail** 11 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/score-website-leads-with-openai-and-gmail)
- [**Capture website form leads with Telegram** 11 steps · Google Sheets, Telegram](https://millionrounds.com/workflow/capture-website-form-leads-with-telegram)
- [**Extract business card data & generate follow-ups** 10 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/extract-business-card-data-and-generate-follow-ups)