Automation library · Hiring

Automate CV screening & analysis with Telegram and Gemini

Started by an incoming Telegram message, and works across Google Drive, Google Sheets and Telegram. It hands the judgement calls to Gemini. 12 steps, 1 branch: a working afternoon to understand properly.

MediumCalls a model: Gemini

12 stepsMedium: a working afternoon
1Branch: places the flow splits
0Loops or waits
3Services it connects to

The flow

Starts it 1Model 2Logic 3Service 6

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

  1. 1Message TriggerTelegram triggerStarts it
  2. 2Google Gemini Chat ModelLm Chat Google GeminiModel
  3. 3File ValidationIfLogic
  4. 4Qualify CV AgentAgentModel
  5. 5Download CV FileHttp RequestService
  6. 6PDF RequestTelegramService
  7. 7Clean & Map Extracted DataSetLogic
  8. 8Download Actual FileHttp RequestService
  9. 9Save Candidate Info to SheetGoogle SheetsService
  10. 10Store CVGoogle DriveService
  11. 11MergeMergeLogic
  12. 12Extract cv contentExtract From FileService

How it's built

Starts on
An incoming Telegram message
Steps
12, with 1 branch
Size
Medium: a working afternoon
Connects to
Google Drive, Google Sheets, Telegram
Model
Gemini

Questions

What does it need to run?

An n8n account, plus your own Google Drive, Google Sheets and Telegram accounts, 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. 12 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 12 steps before you point it at anything that matters.