Curator vs. ChatGPT Data Analyst
Both give you an answer.
One gives you the receipts.
ChatGPT’s data analyst is capable — it uploads your file, runs Python in its sandbox, and hands back a result. Curator runs the analysis in your own browser and puts the exact, editable code beside every answer, so you can verify the number instead of trusting it.
Feature by feature
What you actually get when the number has to be right.
| Curator | ChatGPT Data Analyst | |
|---|---|---|
| Code shown with every answerThe exact Python that produced your number. | Always, one click | Only if you expand it |
| Edit a line and re-run in place | Re-prompt and hope | |
| Runs in your browserNo full-file upload to a server sandbox. | Uploads to their sandbox | |
| Reproducible — same code, same answer | Can drift between runs | |
| Join across multiple files & tabs | Auto-detects keys | Manual, fiddly |
| Purpose-built for data analysis | General assistant with a tool | |
| Ask in plain English | ||
| Free tier to start | 30 / month | Requires a paid plan |
See your own data, with its code.
Open the workbench, ask a real question, and read the Python that answered it. Free to start.
Try Curator free