Automation library · Lead generation

Qualify inbound leads with Gemini

Started by another system calling it, and works across Telegram. It hands the judgement calls to Gemini, Groq and one other. 11 steps: a working afternoon to understand properly.

MediumCalls a model: Gemini, Groq

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11 stepsMedium: a working afternoon
0Branches: places the flow splits
0Loops or waits
1Service it connects to

The flow

Starts it 3Model 5Logic 2Service 1

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

  1. 1WebhookWebhookStarts it
  2. 2Google Gemini Chat ModelLm Chat Google GeminiModel
  3. 3Structured Output ParserOutput Parser StructuredModel
  4. 4Groq Chat ModelLm Chat GroqModel
  5. 5OpenAI Chat ModelLm Chat Open AiModel
  6. 6Validate & Serialize PayloadCodeLogic
  7. 7AI Agent: Lead QualifierAgentModel
  8. 8Respond ErrorRespond To WebhookStarts it
  9. 9Format Telegram MessageCodeLogic
  10. 10Send to TelegramTelegramService
  11. 11Respond SuccessRespond To WebhookStarts it

How it's built

Starts on
Another system calling it
Steps
11
Size
Medium: a working afternoon
Connects to
Telegram
Model
Gemini, Groq, OpenAI

Questions

What does it need to run?

An n8n account, plus your own Telegram account, and a key for Gemini and Groq. You connect your own accounts after importing it; none are included.

What starts it?

It starts on another system calling it.

Does it use AI?

Yes. It calls Gemini, Groq and OpenAI. 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.