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Data analysis & SQL for PMs

Get to the number yourself — chat with a CSV, turn a plain-English question into SQL, and interrogate your product analytics without waiting in the analytics queue.

Every PM has sat on a decision for three days waiting for someone else to run a query. These tools remove that wait — but they split into three jobs, and picking the wrong one wastes money. If you have a file (a CSV export, a survey dump, a billing spreadsheet), you want a chat-with-your-data tool that reads it directly. If you have a warehouse and a real question (“where does the onboarding funnel leak?”), you want text-to-SQL that writes the query and shows its work so you can check it. If your events already live in a product analytics platform, the fastest path is the AI layer that’s already sitting on top of them.

The one skill that separates a useful answer from a dangerous one is verification: a tool that shows you the SQL or the transformation steps lets you catch a wrong join before you ship a wrong decision. Treat anything that hands you a number with no visible work as a hypothesis, not a fact. The picks below are ordered by how little setup they need — start at the top if you just have a file, move down as your data gets bigger and more governed.

Ranked — 8 tools

Best first · our pick highlighted
1

Julius AI

Chatting with a CSV or Excel export and getting charts + stats back, no formulas

4/5 Great
2

Amplitude

Asking your product analytics questions in plain English when events already live in Amplitude

4/5 Great
3

Hex

Turning a plain-English question into checkable SQL against your real warehouse

4/5 Great
4

Mixpanel

Fast plain-English product analytics questions when your events are in Mixpanel

4/5 Great
5

PostHog

PMs on a product-led team who want to ask a data question in English and get the SQL, the chart, and the session replay behind it in one place

4/5 Great
6

Similarweb

Estimating a competitor's traffic, channels, and market share

4/5 Great
7

Basedash

A whole team living in an AI-native BI workspace where plain English is the primary interface

3/5 Solid
8

Equals

Revenue/finance-ops teams who want a live-connected spreadsheet with an AI analyst on top

3/5 Solid

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