Why meeting AI summaries don't work as interview scorecards, and what to use instead

Meeting AI summaries such as Microsoft Teams intelligent recap are built to tell attendees what a meeting discussed and who should do what next: AI notes grouped by topic, recommended tasks, chapters and speaker markers. An interview scorecard needs something else: a rating for each competency against a defined scale, backed by the candidate's own words. That mismatch is why recaps of interviews read as generic. As of October 2026, the fixes are to prompt the AI with your scorecard, score from the transcript yourself, use the recap only as an index, or use a tool built for interviews.

This page explains the mismatch and the fixes. Licensing, phone screens, who can read a recap and the IT settings to check are covered in Microsoft Teams intelligent recap for interviews.

What do Teams' AI summaries actually produce?

According to Microsoft's admin documentation, Intelligent recap for Teams calls, meetings, and events (updated October 2026), the Recap tab of a scheduled meeting offers:

• AI meeting notes and AI recommended tasks;
• personalized timeline markers (when your name was mentioned, screens were shared, and people joined or left);
• speaker timeline markers showing who spoke and when;
• meeting chapters and topics you can jump to;
• audio recap (a podcast-style summary, in preview) and video recap with short highlight clips.

Recap needs a Teams Premium license or a license for Microsoft's AI assistant, and transcription turned on; recording is needed for the full experience with speakers, topics and chapters. Microsoft's user guide, Recap in Microsoft Teams, carries the warning that "Some AI-generated content might be inaccurate, incomplete, or inappropriate."

Separately, Microsoft's AI assistant in Teams meetings answers questions in a private pane during and after a meeting. Its support page suggests prompts such as "Where do we disagree on this topic?" and "Create a table with the ideas discussed and their pros and cons", and lets you type your own. Every one of those suggestions is about a meeting between colleagues. None is about evaluating one participant against a job.

Why do meeting summaries read as generic for interviews?

1. They are organized by topic, not by competency. A recap groups what was discussed. A scorecard asks a fixed set of questions about one person: is there evidence of forecasting skill, of budget ownership, of partnering?
2. They compress the evidence away. A good answer is good because of its specifics: the number, the named system, the decision the candidate made. "Discussed experience rebuilding forecasts" is a correct summary and useless evidence.
3. They do not know your rubric. The recap has no idea what "strong" means for this role, so it cannot say whether an answer met the bar.
4. They smooth over gaps. "I haven't owned the cycle alone" tends to become "discussed budget experience". In a meeting that is tactful; in a scorecard it hides the finding.
5. They blur who said what. Speaker markers sit on the timeline, but the notes are prose. A point the interviewer raised can read as something the candidate offered.
6. Their tasks are meeting tasks. "Jordan to send the forecast deck" is a recommended task in a recap. In hiring, it is a note at most.

The pattern, side by side

Illustration we wrote to show the pattern; it is not actual Teams output. The candidate is invented; the full conversation is in the interview transcript example.

MEETING-STYLE SUMMARY
Forecasting: Jordan described his experience improving the monthly
forecasting process and moving to a new planning tool.
Budgeting: The group discussed Jordan's involvement in annual budget
cycles and coordination with stakeholders.
Follow-up tasks: Jordan to share more detail on forecast accuracy.

SCORECARD ENTRY FROM THE SAME INTERVIEW
Forecasting and modeling: 3 of 4
  "We got it down to five working days" [13:56], from nine; built the
  driver logic himself [14:33]. No accuracy figure [14:46].
Leading a budget cycle: 2 of 4
  Coordinated two cycles with 12 owners, but "I haven't owned the cycle
  alone" [27:14].

Nothing in the summary is false. It just cannot support a rating, and the one sentence that matters most for the decision has disappeared into "involvement in annual budget cycles".

What does a scorecard need that a summary lacks?

The structure itself is in the interview scorecard template.

Can you prompt Microsoft's AI assistant to fill a scorecard?

Partly. If your organization licenses Microsoft's AI assistant and the interview was transcribed, you can ask it about the meeting afterward with your own prompt. Microsoft's support page notes the limits that matter for recruiters: asking about what was said afterward requires live transcription during the meeting, and the assistant "won't work in meetings that are hosted outside the participant's organization", so an agency recruiter joining a client's Teams meeting cannot use it there. A prompt that gets closer to a scorecard:

Using only what the candidate said in this meeting's transcript, fill in
this table. Competencies: [1], [2], [3].
Columns: Competency | Exact quotes from the candidate with timestamps |
What is missing.
Quote word for word. If there is no evidence for a competency, write
"No evidence". Do not rate the candidate and do not describe personality.

Leave the rating to yourself, then check each quote against the transcript before it goes anywhere. The answer appears in the assistant's pane; long answers can be opened in Word unless a sensitivity label blocks export, but nothing is written into your ATS for you.

What other options give recruiters scorecard-ready output?

1. Score from the transcript yourself. Use the recap's speaker markers and chapters to jump to each answer, then quote the transcript on your scorecard. It costs nothing extra and keeps the judgment with you. The guide to building a scorecard with AI shows how to set up the competencies first.
2. Prompt for evidence, as above, if you already have the license and host the meetings.
3. Use a recruiting-specific interview tool. These are built around scorecards, question guides and hiring outputs rather than meeting notes. Some join Teams as a bot and write into an ATS; others run on the interviewer's computer. Interview Signal (we make it) is one of the second kind: no bot joins the call, and each score carries the candidate's quotes, checked against the transcript, with any quote not found there removed; it has no ATS integration, so the scorecard is copied in by hand. Seven options are compared in Teams intelligent recap alternatives for interviews.
4. Structure the interview. Any summary improves when every candidate is asked the same questions in the same order. A meeting summary of a structured interview is still not a scorecard, but it is far easier to turn into one.

Which option fits which team?

What should stay human whichever tool you use?

• The rating. A summary or AI draft can find the evidence; the interviewer decides what it is worth against the anchors.
• The quote check. Microsoft's own warning applies to every vendor: AI content can be inaccurate or incomplete. Why, and how to check quickly, is in AI note taker hallucinations.
• The record. The ATS entry should be your scorecard, not a pasted recap. A recap is a description of a meeting; your feedback is a judgment about a candidate, and the two should not be confused when someone reads the file later.