# Interview Debrief Template: Run It Fair, Then Score It > An interview debrief template for small teams: a must-have-by-must-have agenda, how to park off-topic comments, and a ChatGPT prompt for the scorecard. Source: https://learn.ynteractive.com/content/blog/interview-debrief-template · Updated 2026-10-01 · Free from Stepthrough (https://learn.ynteractive.com) By [Robert Breen](https://learn.ynteractive.com/content/about) · Published October 1, 2026 · Updated October 1, 2026 · 6 min read Recruiting · HR · ChatGPT A good [interview debrief](https://learn.ynteractive.com/content/glossary/interview-debrief) goes through the role's must-haves one at a time, sticks to what the candidate actually said, sets aside anything that isn't about the job, and ends with decisions, owners and dates. This guide gives hiring managers and small-business owners a reusable debrief agenda and the [prompt](https://learn.ynteractive.com/content/glossary/prompt) that turns the debrief recording into a scorecard, practiced free in the [Interview Debrief to Scorecard](https://learn.ynteractive.com/modules/recruiting-interview-scorecard) lesson. It isn't legal advice: follow your company's hiring policy and the law where you hire. Late in the year, many businesses hire fast for the holiday season, and debriefs get squeezed into ten minutes between shifts. A short, fixed agenda keeps a quick debrief fair, and the same structure makes the transcript easy to turn into notes. ## What is an interview debrief? An interview debrief is the short meeting after an interview where the panel compares what they heard and agrees on next steps. A good one produces three things: a rating on each must-have with evidence, a decision, and a list of who does what by when. The free lesson uses a debrief at Willow Bend Physical Therapy, a made-up practice. Hannah, the HR manager, and two interviewers, Marcus and Jess, discuss Kira Delgado, a candidate for Front Desk Lead. The role has four must-haves: two or more years running a front desk, insurance verification, calming upset patients, and training other staff. ## What agenda should an interview debrief follow? Follow the must-haves in order, then decide, then assign the follow-ups. Here's a reusable agenda based on how Hannah runs the lesson's debrief: ```text Interview debrief: [ROLE], [CANDIDATE], [DATE] Must-haves: [LIST 3-5 MUST-HAVES] 1. Ground rule (30 seconds): go must-have by must-have and stick to what the candidate said. 2. For each must-have: - Rating: Strong, Partial or Not discussed - Evidence: a quote or example from the interview - If Partial: is the gap trainable, and how? 3. Gaps: any must-have marked Not discussed, and how we'll cover it. 4. Decision: next step (final round, offer, no), plus any conditions. 5. Action items: task, owner, due date for each follow-up. 6. Parked items: questions that need someone not in the room, with an owner. ``` Write the must-haves down before the interviews, not after. If the list changes between candidates, the comparison stops being fair. ## How do you keep a debrief about the job? Set the ground rule at the start, then stop any comment that isn't about the must-haves and move on. In the lesson, Hannah opens with "let's go must-have by must-have and stick to what she actually said." Partway through, Jess mentions that Kira has two little kids and wonders about the early shifts. Hannah stops it: "Let's leave that out. It's not about the job, and we don't weigh it." She points to what is job-related: every candidate was asked whether the 7:30 start works, and Kira said yes. That's the model to copy. Don't debate the comment, don't write it down, and bring the panel back to a question every candidate was asked. Your HR policy or an employment lawyer can tell you what your panel should and shouldn't discuss. ## How do you record evidence instead of impressions? Ask each interviewer for a quote or a concrete example behind every rating. "Strong" on its own is an opinion; "Strong, she said she books about sixty patients a day across three providers" is evidence. In the lesson, each rating comes with a quote or example: - **Front desk experience:** Strong. Four years at a dental office: "I book about sixty patients a day across three providers." - **Insurance verification:** Partial. "I check eligibility the day before every visit," but no referrals or authorizations. Marcus notes it's trainable. - **Upset patients:** Strong. "I let them finish, then I tell them exactly what I'll do and when I'll call back." - **Training other staff:** Not discussed. The panel ran out of time. "Not discussed" isn't a low score. It's a gap, and in the lesson it becomes an action: the final round with Dr. Patel will ask about training a team. ## How do you end a debrief with clear next steps? Close with a decision, its conditions and an owner for every follow-up, then park anything that needs someone who isn't there. In the lesson, the panel agrees on a final round, and Hannah adds a condition: "no offer until we've checked references." The follow-ups get owners: Hannah sets up the final round, Jess calls both references, and Marcus enters his written scorecard by end of day tomorrow. When Marcus mentions that Kira is looking for about two dollars an hour over the posted range, Hannah parks it: "Let's not decide that here." She'll ask Dr. Patel on Thursday. ## Try it free, step by step **Turn an Interview Debrief into a Scorecard and a Candidate Follow-Up (Recruiting & HR)**. 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) ## How do you turn the debrief recording into a scorecard with ChatGPT? Paste or upload the debrief transcript into ChatGPT with a request that names the must-haves, the rating scale, the quote rule and the "Not stated" rule. In the lesson, the transcript is a Google Doc saved by Google Meet. The one-line version you use with an uploaded file is: ```text Summarize this interview debrief for Front Desk Lead: score the candidate on each must-have (front desk experience, insurance verification, upset patients, training staff) as Strong, Partial or Not discussed with a quote, then decisions, action items with owner and due date, and open questions. Only job-related points. If an owner or date isn't said, write "Not stated". ``` To upload, start a **New chat**, click **+** next to the message box, choose **Add photos & files**, pick the transcript and click **Open**. If your agenda followed the must-haves, the transcript does too, and the scorecard comes out cleaner. In the lesson, the answer scores each must-have with a quote, leaves out the comment about Kira's kids, and shows two due dates as **Not stated**. You fill those in ("Hannah will set up the final interview by Thursday, and Jess will call both references by Friday."), and ChatGPT updates the table. [ChatGPT for Recruiters](https://learn.ynteractive.com/content/blog/chatgpt-for-recruiters) covers the full prompt and the candidate email. The same "Not stated" habit works for any meeting; see [Summarize a Meeting Transcript](https://learn.ynteractive.com/content/chatgpt-summarize-meeting-transcript). ## Is it safe to use ChatGPT for interview notes? It can be, with care: candidate details are personal, so use a business ChatGPT account that doesn't train on your data, follow your company's policy, and leave out anything the scorecard doesn't need. The request itself also tells ChatGPT not to guess at age, family, health, religion or anything else that isn't job-related. Keep the decision with people. ChatGPT organizes what the panel said; it doesn't decide who gets hired. More free lessons are on the [course page](https://learn.ynteractive.com/content/course). ## Key takeaways - A fair interview debrief goes through the role's must-haves one at a time and sticks to what the candidate actually said. - Every rating (Strong, Partial or Not discussed) should come with a quote or example from the interview as evidence. - Comments that aren't about the job should be stopped and left out of the notes, as the HR manager does in the lesson. - A debrief should end with a decision, any conditions such as [reference checks](https://learn.ynteractive.com/content/glossary/reference-check), and an owner and date for each follow-up. - ChatGPT can turn the debrief transcript into a scorecard with "Not stated" for missing dates, while people keep the hiring decision. ## Frequently asked questions **How long should an interview debrief take?** The lesson's debrief runs a little over two minutes for four must-haves. A fixed agenda keeps most debriefs short, because the panel isn't deciding what to talk about. **What does "Not discussed" mean on a scorecard?** It means the must-have never came up in the interview. It's a gap to cover in the next round, not a low rating. **Should the candidate see the scorecard?** In the lesson, no. The candidate email asks ChatGPT for only the next steps and leaves out the scores, the discussion and the pay question. **Can ChatGPT decide which candidate to hire?** It shouldn't. Use it to organize what the panel said into a scorecard, and keep the decision with people, following your company's policy and the law where you hire. ## Free lessons in this post - [Turn an Interview Debrief into a Scorecard and a Candidate Follow-Up (Recruiting & HR)](https://learn.ynteractive.com/content/chatgpt-interview-debrief-scorecard): 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… - [Summarize a Meeting Transcript with ChatGPT](https://learn.ynteractive.com/content/chatgpt-summarize-meeting-transcript): Paste a long meeting transcript into ChatGPT and get the decisions, an action items table with owners and due dates, and a follow-up email ready to send. ## Related terms Plain-English definitions, each with an example from a free lesson. [Interview debrief](https://learn.ynteractive.com/content/glossary/interview-debrief) · [Prompt](https://learn.ynteractive.com/content/glossary/prompt) · [Reference check](https://learn.ynteractive.com/content/glossary/reference-check) · [Action items](https://learn.ynteractive.com/content/glossary/action-items) · [AI bias](https://learn.ynteractive.com/content/glossary/ai-bias) · [AI summarization](https://learn.ynteractive.com/content/glossary/ai-summarization) · [Candidate experience](https://learn.ynteractive.com/content/glossary/candidate-experience) · [Context window](https://learn.ynteractive.com/content/glossary/context-window) [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… - [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… - [Meeting agenda prompt](https://learn.ynteractive.com/content/prompts/meeting-agenda-prompt): Turn a list of topics into a timed meeting agenda where every item has an owner, a question to settle and minutes that add up to… [All free prompt templates](https://learn.ynteractive.com/content/prompts) ## Visual guides The same ideas as quick visual guides: swipe through the slides, or read each one as text. - [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: Summarize an Email Thread for a Handoff](https://learn.ynteractive.com/content/visual/prompt-summarize-an-email-thread): A visual prompt card: turn a long email thread into a short handoff with the situation, what was promised and each question marked Answered or Open. [All visual guides](https://learn.ynteractive.com/content/visual) ## Keep reading - [ChatGPT for Recruiters: Interview Debrief to Scorecard](https://learn.ynteractive.com/content/blog/chatgpt-for-recruiters): ChatGPT for recruiters: turn an interview debrief transcript into a fair scorecard against the must-haves, dated next steps and a candidate email. - [How to Ask ChatGPT for a Table (Prompts That Work)](https://learn.ynteractive.com/content/blog/ask-chatgpt-for-a-table): Ask ChatGPT for a table by naming the columns and saying what goes in an empty cell. Three work prompts: action items, a promise check and a scorecard. - [Turn a Meeting Transcript into Action Items with ChatGPT](https://learn.ynteractive.com/content/blog/meeting-transcript-to-action-items): Turn a meeting transcript into action items with ChatGPT: a summary, decisions, a task-owner-date table, open questions and a follow-up email. [All blog posts](https://learn.ynteractive.com/content/blog) · [All free tutorials](https://learn.ynteractive.com/content)