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AskCurator
Chat with your data. See the code. Teach it your workflows.
Most "chat with your data" tools upload your spreadsheet to a server and you just trust the number it returns. Curator runs the analysis as real Python (pandas, numpy) in your browser. Your rows never leave your machine; the AI only sees your schema. Every answer ships with the actual code that produced it, so you can check the math. And it learns: the analyses you run become reusable, verified building blocks, so it gets faster and more trustworthy the more you use it.
I kept hitting the same wall with "chat with your data" tools: an AI gives you a confident number, and you have no idea if it's real or hallucinated.
Curator fixes that by refusing to bluff. Ask a question in plain English and it writes real Python (pandas, numpy, scipy), runs it on your data, and hands you the answer with the exact code that produced it so you can check the math yourself. It doesn't guess your average, or your clusters; it computes them.
Two things fall out of doing it this way:
🔒 It runs in your browser, so your data never leaves your machine.
🧠 It learns — your analyses become reusable building blocks, so it gets sharper the more you use it.
It's early and I'm building it mostly solo. I'd love for you to throw a real, messy file at it and tell me where it breaks. What would make this genuinely useful for your data?
About AskCurator on Product Hunt
“Chat with your data. See the code. Teach it your workflows.”
AskCurator was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #77 on the daily leaderboard. Most "chat with your data" tools upload your spreadsheet to a server and you just trust the number it returns. Curator runs the analysis as real Python (pandas, numpy) in your browser. Your rows never leave your machine; the AI only sees your schema. Every answer ships with the actual code that produced it, so you can check the math. And it learns: the analyses you run become reusable, verified building blocks, so it gets faster and more trustworthy the more you use it.
On the analytics side, AskCurator competes within Privacy, Artificial Intelligence and Data & Analytics — topics that collectively have 489.9k followers on Product Hunt. The dashboard above tracks how AskCurator performed against the three products that launched closest to it on the same day.
Who hunted AskCurator?
AskCurator was hunted by AskCurator. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of AskCurator including community comment highlights and product details, visit the product overview.
AskCurator