Editorial policy

Generated from data

List, city, category, ranking and study pages are generated by code from the map extract. Counts, shares, neighbourhoods and the businesses shown are never typed by hand, so they cannot drift from the data. A page exists only when the data is big enough to be useful.

Written text

Guides, playbooks and some hub introductions are drafted with an AI writing system from a fact sheet and checked against it. They do not invent counts, prices or columns; those always come from data.

What we will not publish

• A map count presented as a census.
• A made-up business or sample row.
• Claims of tool runs or result checks that did not happen.
• Phone numbers, emails or names of people from the map.
• Ways around logins or access controls.

Dates and corrections

Each page shows the date of the map extract it was built from. Corrections and removal requests: contact.