Research & Knowledge

How founders use AI for Data Analysis

The resources behind 13 questions founders actually ask, then the questions themselves, each with a straight answer.

On the AI map, 29 October 2026 Spreadsheets, data and internal tools Finance and accounting

What founders use for data analysis, ranked by how many answers lean on it.

  1. A structured course if your growth data lives in GA4 and you want repeatable AI workflows. udemy.com Course ChatGPT For Google Analytics 4: Ultimate 2025 Guide Udemy
  2. Maps Claude's chat, code-execution, and Claude Code layers so you pick the right one per job. datastudios.org Article Claude for data analysis: files, charts, code, and context Data Studios
  3. The primary source on what Claude for Excel is built to do and for whom. anthropic.com Article Advancing Claude for Financial Services (Claude for Excel announcement) Anthropic
  4. Video Getting started with Claude in Excel Claude (Anthropic)
  5. Video How to Use Claude for Excel (Step-by-Step Tutorial) Kevin Stratvert
  6. Video NEW Claude in Excel: How Good Is It? Kenji Explains
  7. Video I Tested Claude in Excel and It Has Blown my Mind Excel Champs
  8. Video How to Use Claude for Excel: Complete Beginner Guide Teacher's Tech
  9. Independent evidence of a full working spreadsheet built from a single prompt. x.com Thread Ethan Mollick: Claude's Excel ability is the best I have seen (406 formulas from one prompt) Ethan Mollick
  10. Why the same model gives different quality depending on how the spreadsheet agent works. x.com Thread Ethan Mollick: Claude in Excel vs Microsoft's own Excel agent Ethan Mollick
  11. A skeptical outside view on where the add-in fits against Copilot. techradar.com Article Anthropic's Claude just invaded Excel TechRadar Pro
  12. A veteran analyst's balanced scorecard, useful before you trust it with your model. dataanalysis.substack.com Article Claude for Excel: What It Does Well and Where It Still Falls Short Olga Berezovsky (Data Analysis Journal)
  13. Google's own map of what Gemini can do inside Sheets, from charts to insights. workspace.google.com Guide Gemini in Google Sheets (official hub) Google Workspace
  14. The reference for =AI("prompt", range), the single most useful Sheets AI primitive. support.google.com Guide Use the AI function in Google Sheets Google
  15. The primary-source changelog on Gemini generating and filling data in Sheets. workspaceupdates.googleblog.com Article Generate data with Gemini in Google Sheets Google Workspace Updates
  16. Video How to Use the NEW Google Sheets AI Function Peter's Google Tips
  17. Video Use the AI Function in Google Sheets Flipped Classroom Tutorials
  18. Video Work Smarter with Google Sheets AI (Gemini Tutorial) Stewart Gauld
  19. Worked examples of categorizing and summarizing data in cells without add-ons. kdnuggets.com Article A Beginner's Guide to Mastering Gemini + Google Sheets KDnuggets
  20. Video How to Use Copilot in Excel: Full Tutorial (2025) Lisa Crosbie
  21. An India-based data community's practical walkthrough with prompt examples. analyticsvidhya.com Article How to Use Gemini in Google Sheets Analytics Vidhya
  22. Measured accuracy of AI spreadsheets on identical tasks, a reminder to check AI totals before you use them. rows.com Article Introducing the AI Spreadsheet Benchmark Rows
  23. Explains how schema-aware SQL generation actually works and its real accuracy numbers. builder.ai2sql.io Guide Text-to-SQL Complete Guide: Tools, Accuracy, Real Examples AI2SQL
  24. Covers the metadata-only options that never send your actual rows to the model. selectstar.com Article Best Text-to-SQL Tools for AI Analytics Select Star

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The questions

Why let AI analyze my data instead of learning Excel formulas or SQL? Because the bottleneck stops being syntax and becomes asking good questions. Modern AI tools write and run real code on your files, so a founder can get in s... 18 resources → How do founders get insights from CSVs, analytics, and surveys using AI? Upload the CSV or analytics export, say what decision you are trying to make, and the AI cleans, charts, and summarizes by writing real code behind the scene... 17 resources → What can AI-in-spreadsheets (Claude for Excel, Gemini in Sheets) actually do? They sit inside your spreadsheet. Claude (in Excel, and in beta in Sheets) and ChatGPT for Excel and Sheets read multi-tab workbooks, explain and fix formula... 23 resources → Which AI tool should I use for data analysis: ChatGPT, Claude, Gemini, or a dedicated tool? Use the AI inside the spreadsheet you already work in, and a separate tool only for analysis you do every day. In Excel, Copilot comes with Microsoft 365 Per... 9 resources → Can AI write SQL for me and query my database in plain English? Yes. Text-to-SQL now hits 85 to 95 percent accuracy on everyday SELECT, JOIN, and GROUP BY questions, and MCP connectors let Claude or Codex query your Postg... 19 resources → How do I know the numbers AI gives me are actually right? Treat AI analysis like a junior analyst's first draft: make it show the code, SQL, or cells it used, re-run the key figures, and check a few numbers you know... 20 resources → Is it safe to put my company's data into AI tools? It depends on your plan, not the brand. Consumer tiers of ChatGPT and Claude may train on your chats unless you opt out, while business tiers (ChatGPT Busine... 18 resources → How do I build dashboards and charts with AI, without a BI tool or a data team? Paste a CSV into Claude and ask for an interactive dashboard: you get working, shareable charts in about ninety seconds, and Claude Code plus Streamlit turns... 20 resources → How do I analyze customer feedback, reviews, and support tickets at scale with AI? LLMs are exceptional at reading thousands of open-ended comments and returning themes, sentiment, and friction signals with supporting quotes. For one-off ru... 18 resources → Which metrics should my startup track, and how can AI help me stay on top of them? Track the handful that would break your business if they moved the wrong way: revenue or MRR, retention and churn cohorts, CAC, and runway, anchored by one N... 18 resources → Can AI clean up my messy data: duplicates, formats, and half-filled columns? Yes, and it is one of AI's highest-win, lowest-risk uses. Describe what clean looks like and it will dedupe, standardize dates and phone numbers, fix casing,... 19 resources → Do I still need to hire a data analyst, or can AI cover it for now? Pre-seed through seed, AI plus a curious founder covers most analytical needs. Hire when decision-makers keep waiting on questions nobody can answer quickly,... 17 resources → How do founders use AI for financial modeling and forecasting? Use AI as your analyst pair, not your CFO: it drafts model structure, writes and audits formulas, stress-tests assumptions (which one would an investor attac... 18 resources →

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