The flow
Starts it 1Model 9Logic 5Service 3
The steps in the order they run, from what starts it.
- 1Telegram TriggerTelegram triggerStarts it
- 2Embeddings OpenAIEmbeddings Open AiModel
- 3Recursive Character Text SplitterText Splitter Recursive Character Text SplitterModel
- 4Groq Chat ModelLm Chat GroqModel
- 5EmbeddingsEmbeddings Open AiModel
- 6Check If is a documentIfLogic
- 7Pinecone Vector StoreVector Store PineconeModel
- 8Default Data LoaderDocument Default Data LoaderModel
- 9Question and Answer ChainChain Retrieval QaModel
- 10Pinecone Vector Store1Vector Store PineconeModel
- 11Telegram get FileTelegramService
- 12Limit to 1LimitLogic
- 13Telegram ResponseTelegramService
- 14Vector Store RetrieverRetriever Vector StoreModel
- 15Change to application/pdfCodeLogic
- 16Telegram Response about DatabaseTelegramService
- 17Stop and ErrorStop And ErrorLogic
- 18Stop and Error1Stop And ErrorLogic
How it's built
- Starts on
- An incoming Telegram message
- Steps
- 18, with 1 branch
- Size
- Medium: a working afternoon
- Connects to
- Pinecone, Telegram
- Model
- Groq, OpenAI
- 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 Pinecone and Telegram accounts, and a key for Groq and 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 Groq and OpenAI. 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. 18 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.
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 18 steps before you point it at anything that matters.