PM Feedback Exercise — Cold Open

A 20-minute classroom exercise: make sense of 250 survey responses with an AI agent of your choice.

The challenge

feedback.csv contains 250 survey responses from users of ChatGPT (OpenAI's consumer product). The data is entirely synthetic — no real users were surveyed — but it's structured like a realistic NPS + feature- rating + free-text survey export.

Analyze the user feedback to identify opportunities for the team to work on. You have 20 minutes. Use Antigravity — or whatever tool you choose.

The dataset

File	What it is
feedback.csv	250 rows. NPS, 8 per-feature ratings, 3 free-text columns, 4 demographic columns. ~50 KB.

1. Install Antigravity

1. Go to https://antigravity.google/ and download the installer for your OS.
2. Install. Launch.
3. Sign in with a personal Gmail (corporate Workspace accounts have known issues in the preview).

If Antigravity won't install in time, use the fallback in §4.

2. Grab the dataset

Pick whichever is faster for you:

Terminal (any OS):

mkdir w8-exercise && cd w8-exercise
curl -O https://raw.githubusercontent.com/celestialeye/pm-feedback-exercise/main/feedback.csv

Or browser:

1. Click feedback.csv above → Raw → right-click → Save As → save to a w8-exercise/ folder.

You should now have feedback.csv (~50 KB, 250 rows) on disk.

3. Open the folder in Antigravity and start

1. In Antigravity: File → Open Folder → pick w8-exercise/.
2. You should see feedback.csv in the file tree on the left.
3. Press Cmd/Ctrl + L to open the agent side panel.
4. Issue your prompt.

You have 20 minutes. The timer is on the slide.

4. If Antigravity won't load (fallback)

Go to https://gemini.google.com in your browser.

1. Upload feedback.csv (paperclip icon).
2. Type the same prompt you would have given Antigravity.
3. Read the response.

5. Bring back

Whatever your AI produced. We'll look at it together when the timer hits zero.

• The output itself (chart, summary, ranked list, whatever)
• A note on what your prompt was
• A note on anything that surprised you (good or bad)

See you when the timer hits zero.

License

MIT.