// I want to solve · Small teams & business / Researchers / Enterprise IT
📊 Data analysis and reports with AI
Let AI read spreadsheets, write SQL and produce charts and reports, with read-only access, agreed metric definitions and every number traceable to a query.
5 steps5 alternatives2 stacks · 0 problemschecked 2026-10-22
How to do it
- 01Small data (a few spreadsheets): upload to ChatGPT / Claude data analysis and have it show the code it ran
- 02Databases: connect WrenAI / DB-GPT / Chat2DB with a read-only account and define metrics first (e.g. what counts as an active user)
- 03Require SQL or code with every result and recompute key numbers by hand
- 04Mask sensitive fields (phone, ID, salary) before AI sees them
- 05Leave recurring reports to a BI tool such as Metabase; use AI for exploration and explanation
What it costs
Free start
WrenAI, DB-GPT, Chat2DB community and Metabase open source can be self-hosted
Individual paid
ChatGPT Plus / Claude Pro at $20/mo handle uploaded spreadsheets
Team / enterprise
Commercial BI and cloud warehouses are usage-priced; see vendor sites
Prices change; the vendor’s official page wins. Subscriptions compared · API prices
Alternatives: which to pick
| Option | Choose it when |
|---|---|
| ChatGPT / Claude 数据分析 | Quick analysis of a few spreadsheets |
| WrenAI | Natural-language queries over a warehouse with a semantic layer |
| DB-GPT | Open-source, private data agents |
| Chat2DB | SQL assistant for database developers |
| Metabase | Recurring reports and dashboards |
✓ Good fit
- Business analysis, research data wrangling, ad-hoc reports
✗ Not a good fit
- Finance or audit outputs that go out as is: AI results are drafts only
Ready-made stacks
All stacksSoftware that helps
All software ChatGPT AI apps & chat clients26.1007.21159（Homebrew 当前） OpenAI's general assistant for chat, writing, images, coding and web search. Closed / commercial Freemium WebiOSAndroid Claude AI apps & chat clients2.31226.1（Homebrew 当前） Anthropic's assistant, strong at long documents, writing and coding, with desktop features like Cowork. Closed / commercial Freemium WebiOSAndroid WrenAI AI notes & knowledge management ★ 18k GenBI for AI agents: governed text-to-SQL. Open source Web DB-GPT AI notes & knowledge management ★ 20k Open-source agentic AI data assistant. Open source Web Chat2DB AI office & productivity ★ 28k AI-driven database tool and SQL client. Open source desktop metabase CLIs & execution basicsv0.64.1.4 ★ 50k The easy-to-use open source Business Intelligence and Embedded Analytics tool that lets everyone work with data :bar_chart: Open source API OpenBB AI finance & quant ★ 75k Open data platform for analysts, quants and AI agents. Open source PythonWeb