Stress-tested it during a client pitch. Categorisation was granular enough to segment by sub-vertical without regex. Bought it to underpin a United States buy steve madden store locations for uni campaign. Saved us hours of manual cleanup.
Thank you for the kind review, great to see the data drove real campaign lift. Happy to fast-track a custom segment if you ever need one.