# Turn an interview debrief into a fair scorecard > Interview write-ups drift into general impressions, and a must-have nobody asked about quietly becomes an assumption. Source: https://learn.ynteractive.com/content/visual/recruiting-not-discussed · Updated 2026-10-16 · Free from Stepthrough (https://learn.ynteractive.com) [Industry tip](https://learn.ynteractive.com/content/visual#format-industry-tip) · One graphic · [ChatGPT](https://learn.ynteractive.com/content/tool/chatgpt) By [Robert Breen](https://learn.ynteractive.com/content/about) · Published October 16, 2026 · From the free lesson [Score Every Candidate Fairly After the Interview using ChatGPT](https://learn.ynteractive.com/content/chatgpt-interview-debrief-scorecard) Interview write-ups drift into general impressions, and a must-have nobody asked about quietly becomes an assumption. ## Score every candidate on the same must-haves Ask ChatGPT for a scorecard from the debrief transcript: each must-have, a rating and a quote as evidence. If it never came up, it says **Not discussed**. And tell it to leave out anything that isn't about the job. Businesses and people in the examples are made up. The steps, screens and wording come from the free lesson and the Stepthrough glossary and prompt library. ## Do it yourself, free **Score Every Candidate Fairly After the Interview using ChatGPT**. Turn the transcript of an interview panel's debrief into a scorecard against the role's must-haves, the decisions, action items with owners and dates, and a follow-up email to the candidate. You do every step yourself in a practice copy of ChatGPT, it checks your work as you go, and “Do it for me” finishes any step you get stuck on. Free, and nothing touches your real accounts. [Start the free lesson](https://learn.ynteractive.com/modules/recruiting-interview-scorecard) [Or read the full step-by-step guide](https://learn.ynteractive.com/content/chatgpt-interview-debrief-scorecard) ## Related terms Plain-English definitions, each with an example from a free lesson. [Action items](https://learn.ynteractive.com/content/glossary/action-items) · [AI bias](https://learn.ynteractive.com/content/glossary/ai-bias) · [AI citations](https://learn.ynteractive.com/content/glossary/ai-citations) · [AI note-taker](https://learn.ynteractive.com/content/glossary/ai-note-taker) · [AI summarization](https://learn.ynteractive.com/content/glossary/ai-summarization) · [Background check (employment)](https://learn.ynteractive.com/content/glossary/background-check) · [Candidate experience](https://learn.ynteractive.com/content/glossary/candidate-experience) · [Candidate pipeline](https://learn.ynteractive.com/content/glossary/candidate-pipeline) [The full AI glossary](https://learn.ynteractive.com/content/glossary) ## Related prompts - [Action items table prompt](https://learn.ynteractive.com/content/prompts/action-items-table-prompt): Paste a meeting transcript or rough notes and get a table of every task, owner and due date, with "Not stated" wherever nobody… - [Feedback conversation script prompt](https://learn.ynteractive.com/content/prompts/feedback-conversation-script-prompt): Plan a short, direct feedback talk with a teammate: the specific moment, why it mattered, a question to hear their side and one… - [Interview debrief agenda prompt](https://learn.ynteractive.com/content/prompts/interview-debrief-agenda-prompt): Plan a short interview debrief that goes must-have by must-have, keeps the talk on job evidence and ends with a decision, owners… - [Interview scorecard prompt](https://learn.ynteractive.com/content/prompts/interview-scorecard-prompt): Turn interview notes or a debrief transcript into a scorecard: each must-have rated with a quote as evidence, gaps marked Not… [All free prompt templates](https://learn.ynteractive.com/content/prompts) ## From the blog - [How to Debrief a Candidate After an Interview](https://learn.ynteractive.com/content/blog/how-to-debrief-a-candidate-after-an-interview): How to debrief a candidate after an interview: what to say, a short call script, what not to promise, and how to draft the follow-up with ChatGPT. - [Candidate Experience Examples: 7 Moments to Get Right](https://learn.ynteractive.com/content/blog/candidate-experience-examples): Candidate experience examples from job post to decision: what good and bad look like at each step, and how AI helps a small team reply faster and fairer. - [How to Reduce Time to Hire with AI: 6 Practical Steps](https://learn.ynteractive.com/content/blog/reduce-time-to-hire-with-ai): How to reduce time to hire with AI: clearer job posts, one applicant list, fair resume screening, same-day interview scorecards and fast, honest updates. ## More visual guides - [5 Steps to Turn an Interview Debrief into a Scorecard](https://learn.ynteractive.com/content/visual/5-steps-interview-debrief-to-scorecard): A visual guide: turn an interview panel's debrief transcript into a ChatGPT scorecard with evidence for each must-have, then a candidate follow-up. - [Myth: Removing Names Is Enough to Stop AI Bias](https://learn.ynteractive.com/content/visual/myth-removing-names-stops-ai-bias): Myth vs fact: hiding names helps, but bias comes through other details. Job-related criteria and evidence for each score do more. - [Prompt of the Day: Update a Candidate After an Interview](https://learn.ynteractive.com/content/visual/prompt-update-a-candidate-after-an-interview): A visual prompt card: the email a candidate gets after an interview, with thanks, where things stand, the next step and no hint of the decision. [All visual guides](https://learn.ynteractive.com/content/visual) · [All free tutorials](https://learn.ynteractive.com/content)