# Turn an Interview Debrief into a Scorecard and a Candidate Follow-Up (Recruiting & HR) > Turn a panel's interview debrief transcript into a scorecard against the must-haves, next steps with owners and dates, and a candidate email. Free lesson. Source: https://learn.ynteractive.com/content/chatgpt-interview-debrief-scorecard · Updated 2026-10-01 · Free from Stepthrough (https://learn.ynteractive.com) Free · Live now · AI Automation for Recruiting & HR · [ChatGPT](https://learn.ynteractive.com/content/tool/chatgpt) · Google Docs · ~9 min · 24 steps · Beginner Updated October 1, 2026. Built against the tool’s current screens and checked step by step. [How we check this lesson](https://learn.ynteractive.com/content/about#how-we-check) After an interview panel, what matters is spread across three people's memories: which must-haves were covered, who is calling references, and when the candidate hears back. In this free, interactive lesson you hand the debrief transcript to [ChatGPT](https://learn.ynteractive.com/content/tool/chatgpt) with one clear request and get back a scorecard against the role's must-haves with a quote as evidence, the decisions, an [action items](https://learn.ynteractive.com/content/glossary/action-items) table with owners and due dates, the open questions, and a short [follow-up email](https://learn.ynteractive.com/content/glossary/follow-up-email) to the candidate. Anything that isn't about the job stays out. **Start here first:** [Summarize a Meeting Transcript with ChatGPT](https://learn.ynteractive.com/content/chatgpt-summarize-meeting-transcript). This Recruiting & HR version follows the same build with its own example business, Willow Bend Physical Therapy. ## Watch it in 22 seconds ### Never put this in interview notes Short with Robert · 0:22 · with captions What should never go in interview notes? In our lesson someone mentions the candidate's kids. That's not about the job, so it stays out. One rule for ChatGPT: only the job's must-haves, with a quote as proof. The full 3:06 video walkthrough is below the steps ## The example: a front desk lead debrief at a physical therapy practice You work with the transcript of a short video call at Willow Bend Physical Therapy, a made-up practice with a few clinics. Hannah, the HR manager, runs the debrief with Marcus, the clinic director, and Jess, who works the front desk. They interviewed Kira Delgado for Front Desk Lead, a role with four must-haves: two or more years running a front desk, insurance verification, calming upset patients, and training other staff. They go through the must-haves one at a time and quote what Kira said. Front desk experience and upset patients are strong, insurance is partial (eligibility checks, but no referrals or authorizations), and training other staff never came up. When a panelist mentions that Kira has young kids, Hannah stops it there: it isn't about the job, and every candidate was asked whether the 7:30 start works. The panel moves Kira to a final interview, holds any offer until two references are checked, and parks a pay question. ## Who this lesson is for This is for HR managers, recruiters and hiring managers at small companies and recruiting firms who run interview panels and then write them up. If your debriefs happen on Google Meet, Zoom or Teams with transcripts on, you already have the raw material. You don't need a ChatGPT account to practice here. It is the first module in the AI [Automation](https://learn.ynteractive.com/content/glossary/automation) for Recruiting & HR block. ## Why a structured scorecard helps Rating every candidate against the same job-related criteria is one of the most consistent ways to compare people fairly. The hard part is the write-up: notes drift into general impressions, and a must-have nobody asked about quietly turns into an assumption. A quote as evidence ties each score to something the candidate said, and "Not discussed" shows the gap so the next round can cover it. Sticking to the must-haves matters just as much. Comments about family, age, health or religion have no place in hiring notes, and an AI model asked to "summarize the meeting" may repeat whatever was said. Telling it to leave out anything that isn't job-related keeps the record on the requirements. That is a writing aid, not a compliance program: this lesson isn't legal advice, the decision stays with people, and your company's policy and local law come first. ## Ways to use it after the lesson - Every panel debrief: the same four must-haves request, pasted under each transcript, so candidates are compared on the same terms. - Phone screens: a quick scorecard from your call notes before you decide on a first interview. - Recruiting firms: a clean write-up for the hiring manager at your client, with the candidate email kept separate. ## Candidate privacy Interview notes are personal information about the candidate. Before you paste a real transcript into any AI tool, check your company's policy, and use a business plan such as ChatGPT Business or Enterprise, which OpenAI doesn't use to train its models by default. Leave out anything the scorecard doesn't need and keep the notes only where your policy says. The practice copy in this lesson sends nothing anywhere. ## Try it yourself, free Reading the steps is a start. Doing them is how it sticks. The interactive module walks you through every click in a practice copy of ChatGPT, checks each step, and never touches your real accounts. [Start “Turn an Interview Debrief into a Scorecard and a Candidate Follow-Up (Recruiting & HR)”](https://learn.ynteractive.com/modules/recruiting-interview-scorecard) ## Step by step: Turn an Interview Debrief into a Scorecard and a Candidate Follow-Up (Recruiting & HR) All 24 steps of the interactive module, in order. In the module you watch each one, then do it yourself in a practice copy that checks your work. ### 1. Copy the transcript 1. **Open the Edit menu.** This is the transcript Google Meet saved after the interview panel's debrief on a Front Desk Lead candidate. Click **Edit** in the menu bar. Here's the transcript of an interview debrief at Willow Bend Physical Therapy. Hannah from HR and two interviewers went through Kira, a candidate for front desk lead, one must-have at a time. Let's copy the whole thing. 2. **Select all.** Click **Select all**. On a keyboard, that's Control A. 3. **Open the Edit menu again.** The whole transcript is highlighted. Click **Edit** again. The whole transcript is highlighted. 4. **Copy it.** Click **Copy**. That's Control C. The transcript is now on your clipboard. ### 2. Ask for a summary 5. **Switch to ChatGPT.** Click the **ChatGPT** tab at the top. Now switch over to ChatGPT. 6. **Click the message box.** Click the **message box**. Before you paste the transcript, tell ChatGPT what you want out of it. Otherwise you'll just get a vague recap. 7. **Paste your request.** Paste in the request. It asks for four things: a short **summary**, the **decisions**, an **action items table** with owner and due date, and **open questions**. Here's the request. It asks for four things: a three sentence summary, the decisions, a table of action items with an owner and a due date, and any open questions. The last line matters most: only use what's in the transcript, and write not stated when something is missing. That stops ChatGPT from guessing. ```text You're my recruiting assistant. I'm Hannah, the HR manager at Willow Bend Physical Therapy. Below is the transcript of today's panel debrief for Kira Delgado, who interviewed for Front Desk Lead. The must-haves for the role are: two or more years running a front desk, insurance verification, calming upset patients, and training other staff. Give me: 1. A three-sentence summary that scores her on each must-have (Strong, Partial or Not discussed), with a short quote from the interview as evidence 2. The decisions we made 3. The action items as a table: task, owner, due date 4. Open questions Only use what's in the transcript, and only what's about the job's must-haves. Don't guess at age, family, health, religion or anything else that isn't job-related. If an owner or date isn't said, write "Not stated". ``` 8. **Paste the transcript.** Now paste the transcript under the request. Paste in the transcript. (In real ChatGPT, press **Shift+Enter** for a new line first, then **Ctrl+V**. Plain Enter would send the message.) In real ChatGPT, press Shift and Enter to start a new line first, because Enter on its own sends the message. Then Control V to paste. ```text 00:00:02 Hannah Cole: Thanks for staying, both of you. This is the debrief for Kira Delgado, front desk lead. Um, let's go must-have by must-have and stick to what she actually said. Marcus, front desk experience? 00:00:15 Marcus Reed: Strong. Four years running the front desk at a dental office. I wrote down, quote, "I book about sixty patients a day across three providers." 00:00:27 Jess Okafor: And she asked how we book recurring visits, like twice a week for six weeks. So she gets how PT scheduling works. 00:00:36 Hannah Cole: Good. Insurance verification? 00:00:39 Jess Okafor: Partial, I'd say. She said, "I check eligibility the day before every visit." But she's never done referrals or authorizations. Dental didn't need them. 00:00:52 Marcus Reed: That's trainable, though. Jess could show her our referral process in a week. 00:00:58 Hannah Cole: Okay. Upset patients? 00:01:01 Marcus Reed: Strong. I asked about a billing complaint. She said, "I let them finish, then I tell them exactly what I'll do and when I'll call back." And she had a real example. 00:01:14 Jess Okafor: She also mentioned she has two little kids, so, I don't know, the early shifts... 00:01:20 Hannah Cole: Let's leave that out. It's not about the job, and we don't weigh it. We asked every candidate if the seven thirty start works, and she said yes. 00:01:30 Hannah Cole: Last must-have: training other staff. Did anyone get to that? 00:01:35 Marcus Reed: No, we ran out of time. That's a gap. 00:01:38 Hannah Cole: So, final round? 00:01:40 Marcus Reed: Yes. Final round with Dr. Patel, and let's make sure she asks about training a team. 00:01:47 Hannah Cole: Agreed, I'll set that up. And no offer until we've checked references. Jess, can you call her two references? 00:01:56 Jess Okafor: Sure, I'll call both. 00:01:59 Hannah Cole: Marcus, I need your written scorecard in the system by end of day tomorrow. 00:02:04 Marcus Reed: Will do. Oh, one more thing. She asked about pay, and she's looking for about two dollars an hour over our posted range. 00:02:13 Hannah Cole: Let's not decide that here. I'll ask Dr. Patel on Thursday if there's room. And I'll email Kira today so she knows where things stand. Thanks, both. ``` 9. **Send it.** Click **Send**. Request on top, transcript below. ### 3. Check the details 10. **Check the action items.** Read the scorecard summary and the decisions. Then click the **action items table**: two due dates say **Not stated**. Each must-have gets a score and, where there is one, a quote from the interview. Training other staff says not discussed: nobody asked. And the comment about her kids isn't there, because the request told ChatGPT to stick to the job. Now the action items table. Two due dates say not stated: nobody said when the final interview gets set up or the references get called. 11. **Click the message box.** You know the missing dates. Click the **message box** to tell ChatGPT. You were in the meeting, so you can fill in the gaps. 12. **Fill in the gaps.** Type the missing dates (or Paste in the dates): **Hannah will set up the final interview by Thursday, and Jess will call both references by Friday.** Tell it the missing dates: Hannah will set up the final interview by Thursday, and Jess will call both references by Friday. 13. **Send it.** Click **Send**. ### 4. Write the follow-up 14. **Click the message box.** Every action item has an owner and a date now. Click the **message box**. Now every task has an owner and a date. Because ChatGPT still has the whole meeting in this chat, you don't need to paste anything again. Just ask for the next thing. 15. **Ask for the follow-up email.** Paste in the request to ask for a short follow-up email to the candidate, with only the next steps. Now the email to Kira. Ask for a short, friendly note with only the next steps. The scores, the discussion and what she asked about pay stay with the team. ```text Now write a short follow-up email from me to Kira inviting her to the final interview. Friendly and plain, under 120 words. Only the next steps: leave out the scores, our discussion and the pay question. ``` 16. **Send it.** Click **Send**. 17. **Copy the email.** Read the email. Then click the **Copy** button under it. There's your recap email: the decisions, who's doing what and by when, and what's still open. Read it once, change anything that doesn't sound like you, then click the copy button under it and paste it into your email. ### 5. Or upload the file 18. **Start a new chat.** Next time the transcript might be a file. Click **New chat**. Sometimes the transcript comes as a file instead, like a Word document someone emailed you. You don't have to open it and copy it. Start a new chat. 19. **Open the plus menu.** Click the **+** button on the left of the message box. 20. **Add photos & files.** Click **Add photos & files**. 21. **Pick the transcript.** Click **Front desk debrief - Transcript.docx**. Your file browser opens. 22. **Open it.** Click **Open**. The file attaches to the message box. You can also just drag a file onto the chat. 23. **Ask for the summary.** Paste in the request: the same four things, in one line. Now the same request as before, in one line. ```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". ``` 24. **Send it.** Click **Send**. Either way, always check the owners and dates before you send the recap. ## Video walkthrough The whole lesson in 3:06, narrated step by step. Watch it once, then do it yourself in the practice copy. ### An interview debrief in, a fair scorecard out with ChatGPT Full walkthrough · 3:06 · with captions 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. **Chapters** 1. 0:00 Intro: what you'll build 2. 0:14 Copy the transcript 3. 0:37 Ask for a summary 4. 1:21 Check the details 5. 1:54 Write the follow-up 6. 2:26 Or upload the file ## More videos from this lesson ### Interview Debrief to Scorecard in 64 seconds Highlight · 1:04 · with captions 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. **Transcript** You were in the meeting, so you can fill in the gaps. Click the message box. Tell it the missing dates: Hannah will set up the final interview by Thursday, and Jess will call both references by Friday. Type it, or click Paste dates. Click Send, and ChatGPT updates the table. Now every task has an owner and a date. Because ChatGPT still has the whole meeting in this chat, you don't need to paste anything again. Just ask for the next thing. Click the message box. Now the email to Kira. Ask for a short, friendly note with only the next steps. The scores, the discussion and what she asked about pay stay with the team. Click Paste request. Click Send. There's your recap email: the decisions, who's doing what and by when, and what's still open. Read it once, change anything that doesn't sound like you, then click the copy button under it and paste it into your email. Sometimes the transcript comes as a file instead, like a Word document someone emailed you. You don't have to open it and copy it. Start a new chat. Click the plus button on the left side of the message box. Click Add photos and files. ### Interview Debrief to Scorecard: the key steps in under a minute Short · 0:37 · with captions 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. The key steps from the free lesson, with captions. **Transcript** Now every task has an owner and a date. Because ChatGPT still has the whole meeting in this chat, you don't need to paste anything again. Just ask for the next thing. Click the message box. Now the email to Kira. Ask for a short, friendly note with only the next steps. The scores, the discussion and what she asked about pay stay with the team. Click Paste request. Click Send. There's your recap email: the decisions, who's doing what and by when, and what's still open. Read it once, change anything that doesn't sound like you, then click the copy button under it and paste it into your email. [All free Stepthrough videos](https://learn.ynteractive.com/content/videos) ## Frequently asked questions **Can ChatGPT write an interview scorecard from a debrief transcript?** Yes, if you give it the role's must-haves and a clear format. Ask it to rate each must-have as Strong, Partial or Not discussed with a short quote as evidence, and to use only what is in the transcript. Check every score against your own notes before saving it. **How do I keep AI interview notes fair and job-related?** Tell it to include only what is about the job's requirements and not to guess at age, family, health, religion or any other protected characteristic. Use the same must-haves for every candidate, and read the output before you save or share it. **Should ChatGPT decide which candidate to hire?** No. In this lesson it only organizes what the panel said. The panel makes the decision, and your company's hiring policy and local employment law apply. This lesson is not legal advice. **What should the follow-up email to the candidate include?** Only the next steps: the next interview, when they will hear from you, and anything they need to do. Leave out scores, the panel's discussion and internal questions like pay. **Is this lesson free?** Yes. Stepthrough is completely free and the practice copy needs no accounts. To do it for real you need your own ChatGPT account, and some features cost money on paid plans. [Start this module free](https://learn.ynteractive.com/modules/recruiting-interview-scorecard) ## More ChatGPT tutorials - [Build a Custom GPT Social Media Assistant](https://learn.ynteractive.com/content/custom-gpt-social-media-assistant): See why generic prompts give generic results, then build a Custom GPT loaded with your brand voice and watch the output transform. - [Build an AI Estimate Writer for Your HVAC Company](https://learn.ynteractive.com/content/hvac-estimate-writer-custom-gpt): See why generic prompts give generic results, then build a Custom GPT that knows your HVAC services and pricing and writes clear, professional estimate descriptions for… - [ChatGPT for Electricians: Build an Electrical Bid Writer](https://learn.ynteractive.com/content/electrical-bid-writer-custom-gpt): See why generic prompts give generic bids, then build a Custom GPT that knows your electrical services and pricing and drafts professional bid descriptions. - [Build a Custom GPT Plumbing Quote Writer](https://learn.ynteractive.com/content/plumbing-quote-writer-custom-gpt): See why generic prompts give generic quotes, then build a Custom GPT loaded with your plumbing services and pricing and watch the quotes transform. - [Prompt Writing 101: Role, Context, Task, Format](https://learn.ynteractive.com/content/prompt-writing-101-role-context-task-format): Ask ChatGPT for the same customer email twice, once vaguely and once with a four-part prompt, and see exactly why structure gets a better answer. - [Build a Custom GPT That Writes Sales Follow-Up Emails](https://learn.ynteractive.com/content/custom-gpt-sales-follow-up-email-writer): See why generic prompts give generic results, then build a Custom GPT that knows your product, pricing and rules and writes short, useful follow-up emails in your voice. ## From the blog - [Interview Debrief Template: Run It Fair, Then Score It](https://learn.ynteractive.com/content/blog/interview-debrief-template): 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. - [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. - [Is It Safe to Paste Client Emails into ChatGPT?](https://learn.ynteractive.com/content/blog/is-it-safe-to-paste-client-data-into-chatgpt): Is it safe to put client data in ChatGPT? A practical checklist: what to remove first, which plan settings to check, and the rules your industry points to. [All blog posts](https://learn.ynteractive.com/content/blog) ## Visual guides This lesson’s key ideas as quick visual guides: swipe through the slides, or read the same guide 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) ## 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 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) · [File upload (in an AI chat)](https://learn.ynteractive.com/content/glossary/file-upload) · [Interview debrief](https://learn.ynteractive.com/content/glossary/interview-debrief) · [Interview scorecard](https://learn.ynteractive.com/content/glossary/interview-scorecard) [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) ## Browse related tutorials [ChatGPT tutorials (18)](https://learn.ynteractive.com/content/tool/chatgpt)