How We Use AI

We use AI tools (including ChatGPT and Claude) to help find evidence across reporting and filings, and to help draft explanations of the numbers.

No figure is published on an AI's say-so: every number is checked against a named source and labelled under our methodology. Where sources disagree, we show the disagreement rather than averaging it away.