Plugged it straight into our outreach tooling. Categorisation was granular enough to segment by sub-vertical without regex. Saved us hours of manual cleanup.
Appreciate you flagging what worked, great to see the data drove real campaign lift. Let us know if you'd like the file regenerated with extra columns next time.