This product was not featured by Product Hunt yet. It will not be visible on their landing page and won't be ranked (cannot win product of the day regardless of upvotes).
I tried to automate a data analyst. Contribute to sainesrop in a CSV or Excel file. ADA cleans it, builds a dashboard, flags anomalous periods, projects a guarded forecast, and answers questions about your data. The difference: every chart, every forecast, every chat answer traces back to a pandas calculation you can actually read. Nothing is a black box. Optional AI only ever sees your column schema, never your rows, and the whole product works with no API key. MIT Licensed (want contributors)
Love the transparency angle, being able to read the pandas behind every chart is huge. One thing I'd love to see is a simple way to export the cleaned dataset along with the dashboard, maybe a toggle that bundles the transformed CSV and a short markdown report. Would make sharing insights with teammates who don't run ADA way easier.
the no-rows-to-AI thing is genuinely thoughtful, like a lot of tools just pipe everything through the model by default. being able to actually read the pandas underneath every chart is the kind of transparency that should be standard.
About ADA on Product Hunt
“An open-source data analyst that shows its math”
ADA was submitted on Product Hunt and earned 10 upvotes and 4 comments, placing #98 on the daily leaderboard. I tried to automate a data analyst. Contribute to sainesrop in a CSV or Excel file. ADA cleans it, builds a dashboard, flags anomalous periods, projects a guarded forecast, and answers questions about your data. The difference: every chart, every forecast, every chat answer traces back to a pandas calculation you can actually read. Nothing is a black box. Optional AI only ever sees your column schema, never your rows, and the whole product works with no API key. MIT Licensed (want contributors)
ADA was featured in Open Source (68.6k followers), Developer Tools (516.2k followers), GitHub (41.3k followers) and Data & Analytics (5.7k followers) on Product Hunt. Together, these topics include over 119.2k products, making this a competitive space to launch in.
Who hunted ADA?
ADA was hunted by Sainesh Nakra. 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.
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Sainesh Nakra
Love the transparency angle, being able to read the pandas behind every chart is huge. One thing I'd love to see is a simple way to export the cleaned dataset along with the dashboard, maybe a toggle that bundles the transformed CSV and a short markdown report. Would make sharing insights with teammates who don't run ADA way easier.