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CandyMullany's avatar
CandyMullany
Brass Contributor
Apr 10, 2026

AI-generated feedback summaries for managers - is this a thing yet?

Our managers are responsible for 10-15 direct reports each and the biggest complaint I keep hearing is that writing individual feedback for every person takes forever. Copilot can help draft emails and summarize meetings but I cant figure out how to get it to look at someone's goals progress, recent feedback, and 1:1 notes all together and suggest talking points or review comments. Is anyone using Copilot in any form to help managers write better, more data-backed feedback?

3 Replies

  • Yes, this is already a thing. Instead of piecing together feedback from scattered notes, you open Copilot in Microsoft 365. You ask it to pull highlights from your 1:1s, summarize progress on goals, and even draft review comments. In seconds, you have a clear, data-backed starting point—ready for your personal touch.

    Example Copilot Prompts:

    • “Summarize [employee name]’s progress on their goals this quarter using my OneNote and Teams notes.”
    • “List key discussion points from my last three 1:1s with [employee name].”
    • “Draft constructive feedback for [employee name] based on recent project outcomes.”
    • “Highlight [employee name]’s strengths and suggest one area for development.”
    • “Generate talking points for my performance review meeting with [employee name].”

    Tip: The more organized your notes and goals are in Microsoft 365, the better Copilot’s suggestions will be.

    For more prompt ideas and guidance, see:

  • mohdadeeb's avatar
    mohdadeeb
    Brass Contributor

    Yes, this is already a thing. Many companies are now using AI tools to summarize employee feedback for managers. These tools can collect feedback from different sources and turn it into a simple summary, which saves a lot of time. But AI is usually used as a helper, not a replacement. Managers still review and edit the final feedback to make sure it feels personal and accurate.

  • hi CandyMullany​  yes, it is becoming a thing , but what you’re trying to do (pull goals + feedback + 1:1 notes together automatically) isn’t fully “out-of-the-box” with Copilot yet.

    Right now, Copilot works really well when:

    The data is already in M365 (Teams chats, meeting notes, emails, docs)

    You give it a clear prompt to summarize or draft

    Where it struggles is exactly your use case , bringing together structured HR data (goals, ratings, progress) + unstructured notes across systems. Most of that data typically lives in tools like Workday or SuccessFactors, not in M365, so Copilot simply can’t “see” everything in one place.

    That said, people are starting to use it in a practical way:

    Drafting performance feedback from meeting notes and emails

    Summarizing 1:1 discussions into talking points

    Rewriting feedback to improve tone and clarity

    Generating review bullets based on pasted inputs

    Microsoft is also pushing this direction ,using Copilot + agents to aggregate signals (feedback, metrics, surveys) and generate manager insights, but that typically requires Copilot Studio or some level of customization/integration rather than just chat prompts.

    What’s working today (in practice):

    Instead of expecting full automation, most teams are doing something like:

    Here are this employee’s goals, recent feedback, and my 1:1 notes, summarize strengths, gaps, and suggested review comments.

    So basically:

    You feed the context manually (or via docs)

    Copilot structures and drafts the output

    What’s missing (today):

    Native integration with HR systems

    Automatic “360 view” of an employee

    End-to-end review generation without human input

    If you want to make it work better:

    Store 1:1 notes and feedback in OneNote / Loop / SharePoint (so Copilot can access them)

    Use consistent templates for goals/feedback

    Or go one step further: build a Copilot Studio agent that connects to your HR system

    Bottom line: Yes , AI-assisted feedback writing is definitely emerging, and Copilot can already help a lot with drafting and summarizing. But the “fully data-backed, all-in-one feedback generator” you’re describing usually needs custom setup + better data integration, not just standard Copilot chat.