# Search flights with Gemini and Telegram: n8n workflow template

> Started by an incoming Telegram message, and works across Telegram. It puts Gemini behind a retrieval step, so answers are drawn from documents you supply...

Source: https://millionrounds.com/workflow/search-flights-with-gemini-and-telegram (Millionrounds; every figure on the page links to its filing or article)

[Automation library](https://millionrounds.com/workflows) · [Alerts and monitoring](https://millionrounds.com/workflows?category=Alerts+and+monitoring#library)

# Search flights with Gemini and Telegram

Started by an incoming Telegram message, and works across Telegram. It puts Gemini behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 13 steps: a working afternoon to understand properly.

Medium Calls a model: Gemini Retrieval

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fsearch-flights-with-gemini-and-telegram)

**13 steps** Medium: a working afternoon

**0** Branches: places the flow splits

**0** Loops or waits

**1** Service it connects to

## The flow

Starts it 2 Model 3 Logic 3 Service 5

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

- 1 **⏰ Schedule Trigger** Schedule trigger *Starts it*
- 2 **💬 Telegram Trigger** Telegram trigger *Starts it*
- 3 **🧠 Google Gemini Model1** Lm Chat Google Gemini *Model*
- 4 **🔄 Round Trip Search1** Serp Api Tool *Service*
- 5 **➡️ One-Way Search1** Serp Api Tool *Service*
- 6 **🧠 Conversation Memory1** Memory Buffer Window *Model*
- 7 **⚙️ Edit Fields** Set *Logic*
- 8 **🤖 AI Agent1** Agent *Model*
- 9 **✈️ Google Flights Search** Serp Api *Service*
- 10 **📨 Send Response** Telegram *Service*
- 11 **💰 Extract Best Price** Code *Logic*
- 12 **🔍 Filter by Price** Filter *Logic*
- 13 **📱 Send Alert** Telegram *Service*

## How it's built

- **Starts on:** An incoming Telegram message
- **Steps:** 13
- **Size:** Medium: a working afternoon
- **Connects to:** Telegram
- **Model:** Gemini
- **Retrieval:** Answers are drawn from documents you supply, not from the model alone

## 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. Its answers draw on documents you give it, not on the model alone. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 13 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 13 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%2Fsearch-flights-with-gemini-and-telegram)
- **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 alerts and monitoring, with the same services where possible, closest in size first.

- [**AI auto YouTube shorts maker: Ideas Sora Video Upload Telegram** 13 steps · calls a model · Telegram, YouTube](https://millionrounds.com/workflow/ai-auto-youtube-shorts-maker-ideas-sora-video-upload-telegra)
- [**Gmail AI assistant & Telegram notifier with OpenRouter** 13 steps · calls a model · Gmail, Telegram](https://millionrounds.com/workflow/gmail-ai-assistant-and-telegram-notifier-with-openrouter)
- [**Publish YouTube videos and send status alerts with OpenAI** 13 steps · calls a model · Discord, Gmail](https://millionrounds.com/workflow/publish-youtube-videos-and-send-status-alerts-with-openai)
- [**Auto-post Medium.com articles to LinkedIn with Telegram** 13 steps · Airtable, LinkedIn](https://millionrounds.com/workflow/auto-post-medium-com-articles-to-linkedin-with-telegram)
- [**Automate Restaurant Reviews and Marketing System with Telegram** 13 steps · Google Sheets, Telegram](https://millionrounds.com/workflow/automate-restaurant-reviews-and-marketing-system-with-telegr)
- [**Automated Telegram UserBot session monitoring & recovery** 13 steps · Telegram](https://millionrounds.com/workflow/automated-telegram-userbot-session-monitoring-and-recovery)