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Generate Job-Specific ATS Resumes with Perplexity AI and PDF Export

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Important notice

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

1. Workflow Overview

This workflow contains community nodes that are only compatible with the self hosted version of n8n. ATS Resume Maker Workflow Explanation Aim The aim of the ATS Resume Maker according to JD workfl...

Best for

  • Multimodal AI automation workflows
  • advanced n8n builders looking for reusable templates

Tools used

@custom-js/n8n-nodes-pdf-toolkit.html2pdf, n8n-nodes-base.googledrive, n8n-nodes-base.formtrigger, n8n-nodes-base.extractfromfile, n8n-nodes-base.code, n8n-nodes-base.perplexity, n8n-nodes-base.stickynote, n8n-nodes-base.html

Source and attribution

This workflow is cataloged by N8N Workflows and links back to its original n8n.io source page by Yashraj singh sisodiya.

Original n8n.io source

1.1 Workflow description

Title
Generate Job-Specific ATS Resumes with Perplexity AI and PDF Export
Workflow name
Generate Job-Specific ATS Resumes with Perplexity AI and PDF Export

This workflow contains community nodes that are only compatible with the self-hosted version of n8n.

ATS Resume Maker Workflow Explanation

Aim

The aim of the ATS Resume Maker according to JD workflow is to automate the creation of an ATS-friendly resume by tailoring a candidate’s resume to a specific job description (JD). It streamlines the process of aligning resume content with JD requirements, producing a professional, scannable PDF resume that can be stored in Google Drive.

Goal

The goal is to:

  • Allow users to input their resume (text or PDF) and a JD (PDF) via a web form.
  • Extract and merge the text from both inputs.
  • Use AI to customize the resume, prioritizing JD keywords while maintaining the candidate’s truthful information.
  • Generate a clean, ATS-optimized HTML resume and convert it to a downloadable PDF.
  • Upload the final PDF to Google Drive for easy access.

This ensures the resume is optimized for Applicant Tracking Systems (ATS), which are used by employers to screen resumes, by incorporating relevant keywords and maintaining a simple, scannable format.

Requirements

The workflow relies on specific components and configurations:

  • n8n Platform: The automation tool hosting the workflow.
  • Node Requirements:
    1. Form Trigger: A web form to collect user inputs (resume text/PDF, JD PDF).
    2. Process one binary file1: JavaScript to rename and organize PDF inputs.
    3. Extracting resume1: Extracts text from PDF files.
    4. Merge Resume + JD1: Combines resume and JD text into a single string.
    5. Customize resume1: Uses Perplexity AI to generate an ATS-friendly HTML resume.
    6. HTML format1: Cleans the HTML output by removing newlines.
    7. HTML3: Processes HTML for potential display or validation.
    8. HTML to PDF: Converts the HTML resume to a PDF file.
    9. Upload file: Saves the PDF to a specified Google Drive folder.
  • Credentials:
    • CustomJS account for the HTML-to-PDF conversion API.
    • Google Drive account for file uploads.
    • Perplexity account for AI-driven resume customization.
  • Input Requirements:
    • Resume (plain text or PDF).
    • Job description (PDF).
  • Output: A tailored, ATS-friendly resume in PDF format, uploaded to Google Drive.

API Usage

The workflow integrates multiple APIs to achieve its functionality:

  • Perplexity API: Used in the Customize resume1 node to leverage the sonar-reasoning model for generating an ATS-optimized HTML resume. The API processes the merged resume and JD text, aligning content with JD keywords while adhering to strict HTML and CSS guidelines (e.g., Arial font, no colors, single-column layout). [Ref: Workflow JSON]
  • CustomJS API: Used in the HTML to PDF node to convert the cleaned HTML resume into a PDF file. This API ensures the resume is transformed into a downloadable format suitable for ATS systems. [Ref: Workflow JSON]
  • Google Drive API: Used in the Upload file node to store the final PDF in a designated Google Drive folder (Resume folder in My Drive). This API handles secure file uploads using OAuth2 authentication. [Ref: Workflow JSON]

These APIs are critical for AI-driven customization, PDF generation, and cloud storage, ensuring a seamless end-to-end process.

HTML to PDF Conversion

The HTML-to-PDF conversion is a key step in the workflow, handled by the HTML to PDF node:

  • Process: The node takes the cleaned HTML resume ($json.cleanedResponse) from the HTML format1 node and uses the @custom-js/n8n-nodes-pdf-toolkit.html2Pdf node to convert it into a PDF.
  • API: Relies on the CustomJS API for high-fidelity conversion, ensuring the PDF retains the ATS-friendly structure (e.g., no graphics, clear text hierarchy).
  • Output: A binary PDF file passed to the Upload file node.
  • Relevance: This step ensures the resume is in a widely accessible format, suitable for downloading or sharing with employers. The use of a dedicated API aligns with industry practices for HTML-to-PDF conversion, as seen in services like PDFmyURL or PDFCrowd, which offer similar REST API capabilities for converting HTML to PDF with customizable layouts. [Ref:,]

Download from Community Link

The workflow does not explicitly include a community link for downloading the final PDF, but the Upload file node stores the PDF in Google Drive, making it accessible via a shared folder or link. To enable direct downloads:

Workflow Summary

The ATS Resume Maker according to JD workflow automates the creation of a tailored, ATS-friendly resume by:

  1. Collecting user inputs via a web form (Form Trigger).
  2. Processing and extracting text from PDFs (Process one binary file1, Extracting resume1).
  3. Merging and customizing the content using Perplexity AI (Merge Resume + JD1, Customize resume1).
  4. Formatting and converting the resume to PDF (HTML format1, HTML3, HTML to PDF).
  5. Uploading the PDF to Google Drive (Upload file).

The workflow leverages APIs for AI processing, PDF conversion, and cloud storage, ensuring a professional output optimized for ATS systems. Community sharing can be enabled via Google Drive links or external platforms, as discussed in related web resources. [Ref:,,]

Timestamp: 02:54 PM IST, Wednesday, August 20, 2025

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 - HTML to PDF

Type / Role
@custom-js/n8n-nodes-pdf-toolkit.html2Pdf - html2Pdf
Config choices
Version 1

Block 2 - Upload file

Type / Role
n8n-nodes-base.googleDrive - googleDrive
Config choices
Version 3

Block 3 - Form Trigger

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

Block 4 - Extracting resume1

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

Block 5 - Process one binary file1

Type / Role
n8n-nodes-base.code - code
Config choices
Version 2

Block 6 - Merge Resume + JD1

Type / Role
n8n-nodes-base.code - code
Config choices
Version 2

Block 7 - Customize resume1

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

Block 8 - HTML format1

Type / Role
n8n-nodes-base.code - code
Config choices
Version 2

Block 9 - Sticky Note

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

Block 10 - Sticky Note1

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

Block 11 - Sticky Note2

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

Block 12 - Sticky Note3

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

Block 13 - Sticky Note4

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

Block 14 - Sticky Note5

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

Block 15 - Sticky Note6

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

Block 16 - Sticky Note7

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

Block 17 - HTML Preview

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

Block 18 - Sticky Note8

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

Block 19 - Sticky Note9

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

3. Summary Table

Workflow Generate Job-Specific ATS Resumes with Perplexity AI and PDF Export
Complexity advanced
Nodes 19
Categories Multimodal AI
Author Yashraj singh sisodiya
Published 20 Aug 2025

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/7637/7637.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 Generate Job-Specific ATS Resumes with Perplexity AI and PDF Export do?

This workflow contains community nodes that are only compatible with the self hosted version of n8n. ATS Resume Maker Workflow Explanation Aim The aim of the ATS Resume Maker according to JD workfl...

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 Multimodal AI use case.