Save Time with AI Hiring – Automate Screening, Assessments, Alerts & Interviews
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Last edited 9 days ago
AI Recruitment Automation Pipeline – Resume Parsing, GPT-4 Evaluation, Assessment Triggers & Interview Scheduling
This end-to-end AI-powered HR recruitment workflow automates the entire candidate journey — from resume collection and parsing to AI-based evaluation, Talent Acquisition (TA) approvals, assessment dispatch, and interview scheduling. Built in n8n, it leverages OpenAI GPT-4, Google Sheets, Google Drive, Slack, and SMTP to reduce hiring time, improve candidate quality, and eliminate repetitive manual tasks.
Key Features
Smart Resume Intake Form
- Collects candidate data: name, email, phone, LinkedIn, job role, and CV (PDF).
- Custom-designed UI with branding-ready CSS.
PDF Resume Parsing & Storage
- CV is uploaded to a dedicated Google Drive folder.
- Resume text is extracted for semantic analysis.
AI-Based Candidate Evaluation (GPT-4 via LangChain)
- Extracts: City, Education, Job History, Skills.
- Summarizes candidate profile (100 words).
- Retrieves and summarizes job description from Google Sheets.
- Performs detailed evaluation:
- ✅ Semantic fit scoring (0–100%)
- ✅ Key matches and skill gaps
- ✅ Soft skills extraction
- ✅ Red flag detection (job-hopping, missing info)
- ✅ Final score (1–10) with rationale
Google Sheets Integration
- Logs and updates candidate data at each stage:
CV Submitted → Scored → Shortlisted → Assessment Sent → Interview Scheduled → Rejected
TA Approval via Email (Send & Wait)
- TA receives evaluation summary and gives one-click approve/reject.
- ✅ Approved → Status: Resume Selected
- ❌ Rejected → Status: Resume Rejected
Assessment Trigger (Post Approval)
- Sends assessment link to shortlisted candidates.
- Notifies TA via Slack and Email when assessment is submitted.
Interview Scheduling
- Sends Calendly link for self-scheduled interview booking.
- Candidate receives detailed next-step instructions.
Status-Based Candidate Emails
- Automatically sends:
- ✔️ Shortlisting confirmation + interview setup
- ❌ Rejection email with branded message
Business Benefits
- Save 80%+ time spent on manual resume reviews and coordination
- Reduce cost-per-hire by eliminating manual tasks
- Enhance hiring accuracy with structured, AI-based decision-making
- Scalable recruitment for 100s of candidates per week
- Improve candidate experience with instant status updates
- Centralize data in Google Sheets for full team visibility
🔧 Setup Instructions
1. Google Service Account Setup (One-Time)
Before using Google Sheets or Google Drive in n8n:
- Go to Google Cloud Console.
- Create a Service Account under your project.
- Enable these APIs:
- Google Sheets API
- Google Drive API
- Download the JSON credentials for the service account.
- IMPORTANT:
Share your target Google Sheets and Docs with the service account email
(e.g.,your-service-account@your-project.iam.gserviceaccount.com
).
Add Applicant's Details to Google Sheet
- Document: Select the
Profiles
Google Sheet document. - Sheet: Select the
Applicant's Details
sheet. - Fields to Map:
EMAIL
:{{ $('On form submission').item.json.Email }}
DATE
:{{ $now.format('dd-MM-yyyy') }}
NAME
:{{ $('On form submission').item.json.Name }}
LINKEDIN URL
:{{ $('On form submission').item.json["LinkedIn Profile URL"] }}
JOB PROFILE
:{{ $('On form submission').item.json["Job Openings"] }}
STATUS
:CV SUBMITTED
LAST UPDATED DATE
:{{ $now.format('dd-MM-yyyy hh:mm:ss') }}
Extract Applicant's Resume Text
- Text:
{{ $('Extract from File').item.json.text }}
Get Job Description from Google Sheet
- Document:
Profiles
- Sheet:
Job Openings
- Filter:
- Column:
Job Profile
- Value:
{{ $('On form submission').item.json["Job Openings"] }}
Save Evaluation Results in Google Sheets
- Document:
Profiles
- Sheet:
Applicant's Details
- Column Match On:
EMAIL
- Fields to Map:
EMAIL
:{{ $('On form submission').item.json.Email }}
CITY
:{{ $('Applicant\'s Details').item.json.output.City }}
EDUCATIONAL
:{{ $('Applicant\'s Details').item.json.output["Educational Qualification"] }}
JOB HISTORY
:{{ $('Applicant\'s Details').item.json.output["Job History"] }}
SKILLS
:{{ $('Applicant\'s Details').item.json.output.Skills }}
SUMMARIZE
:{{ $('Summarize Applicant\'s Profile').item.json.response.text }}
SEMANTIC FIT SCORE
:{{ $json.output.semantic_fit.score }}
KEY MATCHES
:{{ $json.output.semantic_fit.key_matches.toJsonString() }}
KEY GAPS
:{{ $json.output.semantic_fit.key_gaps.toJsonString() }}
SEMANTIC FIT CONSIDERATION
:{{ $json.output.semantic_fit.consideration }}
SOFT SKILLS
:{{ $json.output.soft_skills.toJsonString() }}
EXPERIENCE GAP DETECTED
:{{ $json.output.experience_analysis.experience_gap_detected }}
OVER QUALIFICATION DETECTED
:{{ $json.output.experience_analysis.overqualification_detected }}
EXPERIENCE ANALYSIS CONSIDERATION
:{{ $json.output.experience_analysis.consideration }}
RED FLAGS ISSUES DETECTED
:{{ $json.output.red_flags.issues_detected.toJsonString() }}
RED FLAGS CONSIDERATION
:{{ $json.output.red_flags.consideration }}
VOTE
:{{ $json.output.overall_evaluation.final_vote }}
FINAL CONSIDERATION
:{{ $json.output.overall_evaluation.consideration }}
STATUS
:CV SCORED
LAST UPDATED DATE
:{{ $now.format('dd-MM-yyyy hh:mm:ss') }}
Update Applicant Statuses
Resume Selected
- Document:
Profiles
- Sheet:
Applicant's Details
- Column Match On:
EMAIL
- Update:
STATUS
:RESUME SELECTED
LAST UPDATED DATE
:{{ $now.format('dd-MM-yyyy hh:mm:ss') }}
Resume Rejected
- Update:
STATUS
:RESUME REJECTED
LAST UPDATED DATE
:{{ $now.format('dd-MM-yyyy hh:mm:ss') }}
Assessment Sent
- Email:
{{ $('Loop to Send Assessment Link to Each Candidate').item.json.EMAIL }}
- Update:
STATUS
:ASSESSMENT SENT
LAST UPDATED DATE
:{{ $now.format('dd-MM-yyyy hh:mm:ss') }}
Assessment Submitted
- Email:
{{ $json["Enter Your Email Address"] }}
- Update:
STATUS
:ASSESSMENT SUBMITTED
LAST UPDATED DATE
:{{ $now.format('dd-MM-yyyy hh:mm:ss') }}
Interview Booked
- Email:
{{ $json.payload.email }}
- Update:
STATUS
:INTERVIEW BOOKED
LAST UPDATED DATE
:{{ $now.format('dd-MM-yyyy hh:mm:ss') }}
Fetch Applicants with Specific Status
Status: RESUME SELECTED
- Document:
Profiles
- Sheet:
Applicant's Details
- Filter:
- Column:
STATUS
- Value:
RESUME SELECTED
Get Assessment Form URL from Job Profile
- Document:
Profiles
- Sheet:
Job Openings
- Filter:
- Column:
Job Profile
- Value:
{{ $json["JOB PROFILE"] }}
Trigger on Applicant Status Update
- Document:
Profiles
- Sheet:
Applicant's Details
- Trigger Settings:
- Columns to Watch:
STATUS
⚠️ Important Notes
- Always use “Select Document from List” instead of manually pasting the sheet/document ID.
- Share your Sheets/Docs with the Google Service Account email for proper access.
- Keep your date formats consistent using
{{ $now.format('dd-MM-yyyy hh:mm:ss') }}
.
- Add credentials for:
- Google Drive
- Google Sheets
- SMTP (for emails)
- OpenAI API Key (GPT-4)
- Replace placeholders:
- Google Sheet & Folder IDs
- Calendly Link
- Assessment Link
- (Optional) Customize GPT-4 prompts for domain-specific scoring
- (Optional) Use your Slack webhook for TA notifications
🛠️ Tools & Integrations
- Form Trigger – Candidate form with file upload
- Google Drive + Extract PDF – CV parsing
- Google Sheets – Database for all applicant statuses
- LangChain GPT-4 Nodes – AI profile + job analysis
- Email Send & Send & Wait – Candidate/TA communication
- IF Node – Logic for approve/reject
- Slack Integration – TA notification
- Calendly Link – Interview scheduling
AI resume screening
, GPT-4 recruitment workflow
, automated hiring pipeline
, semantic fit evaluation
, LangChain for HR
, resume parsing automation
, AI in talent acquisition
, assessment workflow automation
, interview scheduling automation
, candidate shortlisting automation
, OpenAI HR integration
, Google Sheets recruitment tracker
, n8n HR automation template
, self-scheduling interviews with Calendly
, Slack notifications in recruitment
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