Skip to content
Explore Automated Analysis

AI Data-Analysis Tools

Assistive systems that explore, summarise and describe datasets.

This category covers tools that sit between a dataset and a person: chat interfaces over data, automated narrative generators and agentic analysis assistants.

The question that decides the review

Is the text derived from something that was computed, or generated next to it? A tool whose commentary is traceable to a fitted structure can be checked. One that paraphrases a chart cannot, and its errors are fluent.

What we assess

  • Whether claims are traceable to computed quantities
  • Handling of missing data and data types
  • Statistical test selection, and whether assumptions are checked
  • Behaviour when the answer is “the data does not support this”
  • Data handling and retention

Background reading: AI Analytics and How AI Can Generate Statistical Reports.