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AI Data Analysis Tools: 4 Tested on One Spreadsheet

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By Sidra Salman · October 22, 2026 You do not need to know a single Excel formula to get real answers out of a spreadsheet anymore. The best AI data analysis tools all work the same basic way: you upload a CSV, ask a question in plain English, and get back charts and answers. But they are not all the same. Some are free, some cost $20 to $45 a month, and they handle messy data very differently. So I built a small monthly-expenses spreadsheet — the kind of file almost anyone has — uploaded it to four tools, and compared what came back. The test: one spreadsheet, four tools I made a simple six-month expense file, January through June 2026. Eight categories: rent, groceries, dining out, transport, subscriptions, shopping, utilities, and savings transfers. About 50 rows, with a realistic wrinkle: I accidentally left a duplicate Spotify row in March (more on why that matters in a minute). The dataset is boring on purpose: flat rent at $1,850, groceries around $612–$628, dining cl...