Evaluate job fit and generate application assets from Telegram links with OpenAI, Pinecone, Apify and Google Sheets
UnknownUnknown. This template uses community nodes we can't verify statically. Uses community nodes that can't be verified statically (unverified community packages are off by default in 3.0). Static check, last run 2026-10-19.
What this workflow does
This AI workflow has 34 nodes and runs on Telegram events. Along the way it connects Pinecone Vector Store, Google Drive, Embeddings OpenAI and Telegram and 4 more.
How it runs
Trigger: On Telegram events.
- Analyze URL Contents (AI Agent): runs an AI agent, with model: OpenAI URL Parsing Agent
- Construct Input Variables (Code): runs custom JavaScript code
- Send URL Confirmation on Telegram (Telegram): uses Telegram
- Switch: routes items into 1 branches
- Extract Content with Apify (Apify): uses Apify
- Retrieve Job Content with Apify (Apify): work with datasets
- Transform Job Data Format (Code): runs custom JavaScript code
- Assess Job-Fit Suitability (AI Agent): runs an AI agent, with model: GPT-5 Chat for Compatibility; 1 tool (Save Detailed Resume to Pinecone)
- Compile Fit Analysis Report (Code): runs custom JavaScript code
- Decide on Fit Status (Switch): routes items into 2 branches
…plus 13 more steps. See the full node list below.
Services it uses
Before you upgrade to n8n 3.0
We can't fully verify this one: it relies on 1 community package, and n8n 3.0 turns unverified community packages off by default (N8N_UNVERIFIED_PACKAGES_ENABLED=false).
- Check that @apify/n8n-nodes-apify is verified or supports 3.0 (used in Extract Content with Apify, Retrieve Job Content with Apify).
Nodes used (14)
- Pinecone Vector Store
@n8n/n8n-nodes-langchain.vectorStorePinecone - Default Data Loader
@n8n/n8n-nodes-langchain.documentDefaultDataLoader - Google Drive
n8n-nodes-base.googleDrive - Embeddings OpenAI
@n8n/n8n-nodes-langchain.embeddingsOpenAi - Recursive Character Text Splitter
@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter - Telegram Trigger
n8n-nodes-base.telegramTrigger - AI Agent
@n8n/n8n-nodes-langchain.agent - Code
n8n-nodes-base.code - Telegram
n8n-nodes-base.telegram - Switch
n8n-nodes-base.switch - Apify
@apify/n8n-nodes-apify.apify - OpenAI Chat Model
@n8n/n8n-nodes-langchain.lmChatOpenAi - Google Sheets
n8n-nodes-base.googleSheets - Gmail
n8n-nodes-base.gmail
From the author
Summary This workflow automates the early-stage job application process using AI. It: - accepts a job link from Telegram - extracts and normalizes the URL - scrapes the job page - evaluates job fit against resume context stored in Pinecone - asks for user…