Data quality · live

The verification work, in numbers

Directories decay. Ours is re-checked on a rolling schedule, every change is written to an append-only log, and this page renders that log live - the same numbers our data API serves to licensees.

48,004
live firms
36 cities
824
sites re-checked this week
of 43,502 under rolling watch
20,306
firms added, last 30 days
each verified by a person
40,882
records updated, last 30 days
every change is logged
106
dead listings removed, 30 days
no site and no LinkedIn = no listing
0
hiring signals, last 30 days
careers markers our crawl noticed

Last sweep activity: 2026-11-02 · counts recompute hourly, straight from the database · week-by-week narrative on this week in the dataset.

How verification works. Every firm passed a human check before listing: real, active, based where we file it, doing what its focus tag says. An automated sweep then re-visits every website on a rolling schedule; a site must fail on three separate days before it even reaches a human review queue, and firms with no working website and no LinkedIn presence are removed. Full detail on the methodology page.

Why it matters. A stale list wastes the one thing an applicant cannot get back - a good cold email sent to a dead inbox. For data buyers, the change log above is deliverable as an API delta feed, so a licensed copy tracks this page.