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Automate CV screening and applicant scoring from Gmail to Airtable with AI

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Automate CV screening and applicant scoring from Gmail to Airtable with AI preview
Open on n8n.io

Important notice

This workflow is provided as-is. Please review and test before using in production.

1. Workflow Overview

How It Works 1. Trigger Watches for new emails with attachments in a Gmail label. 2. Extract Data Extracts job code from the email subject (e.g., ) Extracts raw text from the attached CV (PDF) 3. A...

Best for

  • HR automation workflows
  • AI Summarization automation workflows
  • advanced n8n builders looking for reusable templates

Tools used

@n8n/n8n-nodes-langchain.lmchatgooglegemini, @n8n/n8n-nodes-langchain.outputparserstructured, n8n-nodes-base.gmailtrigger, n8n-nodes-base.set, n8n-nodes-base.airtable, n8n-nodes-base.extractfromfile, @n8n/n8n-nodes-langchain.informationextractor, n8n-nodes-base.merge

Source and attribution

This workflow is cataloged by N8N Workflows and links back to its original n8n.io source page by Fahmi Fahreza.

Original n8n.io source

1.1 Workflow description

Title
Automate CV screening and applicant scoring from Gmail to Airtable with AI
Workflow name
Automate CV screening and applicant scoring from Gmail to Airtable with AI

How It Works

  1. Trigger Watches for new emails with attachments in a Gmail label.
  2. Extract Data
    • Extracts job code from the email subject (e.g., FN-001)
    • Extracts raw text from the attached CV (PDF)
  3. AI Parsing Uses Google Gemini to parse the CV and extract:
    • Name
    • Email
    • Years of experience
    • Skills
  4. Job Lookup Uses the extracted job code to retrieve job details from Airtable.
  5. AI Scoring
    • Compares applicant data with job requirements
    • Scores from 1–100
    • Generates a brief reasoning summary (in Bahasa Indonesia)
  6. Log to Airtable Saves applicant data, score, and AI notes to the "Applications" table.

Setup Instructions

  1. Prepare Airtable Base
    • Job Posts Table
      • Columns: Job Code, Job Title, Required Skills, Minimum Experience, Job Description
    • Applications Table
      • Columns: Applicant Name, Email, Score, Notes
      • Include a linked field to the Job Posts table
  2. Add Credentials in n8n
    • Gmail
    • Google AI (Gemini)
    • Airtable
  3. Configure Nodes
    • Trigger: Set Gmail filter (e.g., label:job-applications)
    • Extract Job Code: Verify regex format, default is ([A-Z]{2}-\d{3})
    • Airtable Nodes: Select your base and table in:
      • "Find Job Post..."
      • "Save Applicant..."
  4. Activate Workflow
    • Save and enable the workflow
    • New applications will be processed automatically

1.2 Logical Blocks

This catalog entry is organized from the workflow JSON. The node-level section below shows the executable blocks available for review before importing the template.

2. Block-by-Block Analysis

Block 1 - Google Gemini Chat Model

Type / Role
@n8n/n8n-nodes-langchain.lmChatGoogleGemini - lmChatGoogleGemini
Config choices
Version 1

Block 2 - Google Gemini Chat Model1

Type / Role
@n8n/n8n-nodes-langchain.lmChatGoogleGemini - lmChatGoogleGemini
Config choices
Version 1

Block 3 - Structured Output Parser

Type / Role
@n8n/n8n-nodes-langchain.outputParserStructured - outputParserStructured
Config choices
Version 1.2

Block 4 - Watch for New Applications

Type / Role
n8n-nodes-base.gmailTrigger - gmailTrigger
Config choices
Version 1.2

Block 5 - Extract Job Code

Type / Role
n8n-nodes-base.set - set
Config choices
Version 3.4

Block 6 - Find Job Post

Type / Role
n8n-nodes-base.airtable - airtable
Config choices
Version 2.1

Block 7 - Read CV (PDF) Text

Type / Role
n8n-nodes-base.extractFromFile - extractFromFile
Config choices
Version 1

Block 8 - AI CV Parser

Type / Role
@n8n/n8n-nodes-langchain.informationExtractor - informationExtractor
Config choices
Version 1.1

Block 9 - Combine Job & CV Data

Type / Role
n8n-nodes-base.merge - merge
Config choices
Version 3.2

Block 10 - AI Applicant Scorer

Type / Role
@n8n/n8n-nodes-langchain.chainLlm - chainLlm
Config choices
Version 1.7

Block 11 - Save Applicant

Type / Role
n8n-nodes-base.airtable - airtable
Config choices
Version 2.1

Block 12 - Sticky Note1

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 13 - Sticky Note

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 14 - Sticky Note2

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 15 - Sticky Note3

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 16 - Sticky Note4

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

3. Summary Table

Workflow Automate CV screening and applicant scoring from Gmail to Airtable with AI
Complexity advanced
Nodes 16
Categories HR, AI Summarization
Author Fahmi Fahreza
Published 25 Jul 2025

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/6418/6418.json as the source template for this automation.

  2. 2. Import the template into n8n

    Open n8n, import the downloaded JSON, and review each node before activating the workflow.

  3. 3. Configure credentials and variables

    Replace placeholder credentials, API keys, webhook URLs, account IDs, and environment-specific values with your own settings.

  4. 4. Test with sample data

    Run the workflow manually or in a staging workspace, inspect node output, and confirm downstream systems receive the expected data.

  5. 5. Activate and monitor

    Enable the workflow only after testing, then monitor executions, errors, and rate limits during the first production runs.

5. General Notes & Resources

Review imported nodes carefully before activation. This catalog entry is intended to help you inspect the workflow structure, understand required services, and find related templates faster.

Node names, credentials, schedules, webhook paths, and external service limits may need adjustment for your workspace.

Frequently asked questions

What does Automate CV screening and applicant scoring from Gmail to Airtable with AI do?

How It Works 1. Trigger Watches for new emails with attachments in a Gmail label. 2. Extract Data Extracts job code from the email subject (e.g., ) Extracts raw text from the attached CV (PDF) 3. A...

What do I need before importing this workflow?

Review the workflow JSON, configure any required credentials in n8n, and test the automation in a safe workspace before using it in production.

Can I customize this workflow?

Yes. Use the block-by-block analysis and the downloadable JSON to inspect each node, then adjust credentials, prompts, schedules, filters, or destinations for your HR, AI Summarization use case.