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 highlightedJulius AI
Our pickChatting with a CSV or Excel export and getting charts + stats back, no formulas
Amplitude
Asking your product analytics questions in plain English when events already live in Amplitude
Hex
Turning a plain-English question into checkable SQL against your real warehouse
Mixpanel
Fast plain-English product analytics questions when your events are in Mixpanel
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
Similarweb
Estimating a competitor's traffic, channels, and market share
Basedash
A whole team living in an AI-native BI workspace where plain English is the primary interface
Equals
Revenue/finance-ops teams who want a live-connected spreadsheet with an AI analyst on top
Playbooks for this job
Prompts for this job
A defensible answer from a messy export in about ten minutes — data-quality flags, the cut you asked for, a chart, and the code that produced it.
Turn a numbers dump into a one-page decision memoA crisp decision memo from a pile of analysis — the question, what the data says, what it pointedly does NOT say, a recommendation with a confidence level, and the line that would change your mind.
Get the SQL for a funnel question in plain EnglishA working funnel query against your real warehouse tables, with the SQL laid out to verify the joins and a shareable notebook link to drop in Slack.