n8n RAG Assistant: Answer product questions When a teammate messages your Telegram bot with a Telegram Alert
This n8n + AI recipe watches for when a teammate messages your Telegram bot and pulls the relevant policy or spec and replies accurately. The result: instant, accurate answers grounded in your content, completely hands-off.
- 1
Trigger when a teammate messages your Telegram bot
A
Telegram Triggerstarts the workflow the moment a teammate messages your Telegram bot. - 2
Retrieve the right context
A
Vector Storenode (Pinecone) fetches the most relevant passages from your indexed content so the answer is grounded in your own material. - 3
Hand it to the AI agent
An
AI Agentnode running Claude pulls the relevant policy or spec and replies accurately. The prompt is pre-written and scoped to this one job so results stay consistent. - 4
Deliver the answer
The result is sent to Telegram — instantly, no clicks needed.
- 5
Add a safety net (optional)
Insert an
IF/human-approval step before anything is published or emailed, so you stay in control until you trust the output.
Frequently asked questions
How much does the AI part cost to run?
Pennies. Each run sends a small amount of text to the model, so most teams spend a few dollars a month even at hundreds of runs. You set the model and can cap volume in n8n, so costs never surprise you.
Can I trust the AI to get the answer right?
The prompt is tightly scoped to one job and you can add a human-approval step in n8n before anything is sent or published. Start with review-mode for a week, and once you trust the output, switch it to fully automatic.
Does this need n8n Cloud or can I self-host?
Either works. The workflow is a standard n8n export, so you can run it on n8n Cloud or on your own self-hosted instance — you only connect your own app credentials.
Connect Shopify to Trello — Send Each New Order Instantly
Every time a new Shopify order comes in, n8n instantly captures the details and create a Trello card — no manual exports, no missed data, no code.
n8nShopifyTrello
Shopify to Gmail: Auto-Sync Every Order with n8n (No Code)
Every time a new Shopify order comes in, n8n instantly captures the details and send an email via Gmail — no manual exports, no missed data, no code.
n8nShopifyGmailFacebook Lead Ads to Trello: Auto-Sync Every Lead with n8n (No Code)
Every time a new Facebook Lead Ads lead comes in, n8n instantly captures the details and create a Trello card — no manual exports, no missed data, no code.
n8nTrelloKeep every recipe free
FlowRecipesHub is free and always will be. If a workflow saved you time, chip in what you like — it helps us keep the lights on and build the next batch of automations for everyone.
One-tap support is being set up — check back soon. 💚
Secure checkout via Paddle · one-time, no account needed