Bulk Resume Screening & JD Matching with GPT-4
  • User avatar
    Zeero
    -- Veteran Member --
    -- Veteran Member --
    Posts: 121
    Joined: Fri Sep 10, 2021 12:41 pm

    Bulk Resume Screening & JD Matching with GPT-4

    by Zeero » Thu Mar 12, 2026 9:13 pm

    Hi everyone! :waving_hand:

    I just published a new workflow on n8n that I think many HR teams and recruiters will find super useful:

    :backhand_index_pointing_right: Bulk Resume Screening & JD Matching with GPT-4

    :light_bulb: What it does

    This workflow helps HR teams quickly screen a batch of resumes and match them against a specific job description. Instead of spending hours reading CVs one by one, GPT-4 extracts candidate info, compares it to the JD, and gives back:

    Fit score :white_check_mark:

    Strengths & weaknesses :flexed_biceps:

    Final recommendation :memo:

    All results are stored neatly in Google Sheets, and you can also push updates to Slack or even send emails to candidates.

    :wrench: How it works (simple steps)

    Drop resumes into a Google Drive folder

    Store job descriptions in Google Sheets/Drive

    Workflow runs and GPT-4 does the analysis

    Results get logged into your evaluation sheet + optional Slack updates

    :gear: What you need

    Google Drive & Google Sheets

    OpenAI GPT-4 API

    (Optional) Slack for team updates

    (Optional) SendGrid/email for candidate communication

    :artist_palette: Make it your own

    You can easily customize:

    Scoring threshold

    Slack message style

    Add more candidate details

    Connect to ATS/job boards with a webhook

    Swap GPT-4 with other models if you prefer

    :tada: Why I built this

    I wanted to make the hiring process faster, more transparent, and just a bit more fun. Instead of drowning in resumes, HR teams can now focus on talking to the best-fit candidates while automation takes care of the heavy lifting.

    I also run a YouTube channel where I share tutorials, tips, and fun experiments with AI + automation:

    :play_button: The Stack Explorer

    Would love your feedback and ideas for new workflows! :rocket:

    Happy automating & happy hiring!


  • JasonMills
    -- Veteran Member --
    -- Veteran Member --
    Posts: 126
    Joined: Mon Mar 20, 2023 11:19 pm

    Re: Bulk Resume Screening & JD Matching with GPT-4

    by JasonMills » Fri Mar 13, 2026 11:01 am

    I tried something similar, and adding a simple step to clean resume text before sending it to the model made the scoring way more consistent. A small filter node helps a lot.
  • User avatar
    SsCoobyDoO
    -- Veteran Member --
    -- Veteran Member --
    Posts: 196
    Joined: Fri Jan 06, 2023 12:15 pm

    Re: Bulk Resume Screening & JD Matching with GPT-4

    by SsCoobyDoO » Fri Mar 13, 2026 11:01 am

    I’ve felt the pain of those long hiring processes, so I started using https://moderncv.co.uk/uk-job-interview-statistics to tweak how I prep and present myself. It helped me spot what hiring managers really focus on, especially for multi‑round interviews and video calls. Little things like timing, framing answers, and polishing my online presence made a noticeable difference in how confidently I show up.

Who is online

Users browsing this forum: No registered users and 12 guests