The difference between a smooth NTLM enforcement and an office-wide outage is usually about fifteen machines: a pilot group that met every problem first, while the blast radius was still small.
You have audited, fixed the talkers, and the log has gone quiet. The temptation now is to flip the Deny setting for the whole domain on a Friday afternoon. Resist it. Every environment has one machine nobody audited properly - the director's laptop that was on leave, the kiosk in the corner, the server a vendor manages. A pilot group finds those machines while the consequences are still a phone call instead of a fire. Here is how to run the pilot so it actually proves something.
The four properties a useful pilot group has. Convenience pilots skip most of them.
Put the test machines in their own OU (or use security filtering) so Group Policy can target them separately. Pick 10 to 15 machines that represent real work, not easy work:
Even in the pilot, keep the order. Run the pilot group with the Restrict NTLM policies in Audit mode for a few days and confirm the log matches your earlier findings - no new talkers. Then switch only the pilot to the Deny settings. Keep the NTLM Operational log open daily: events 8001 to 8004 now show you attempted NTLM that enforcement caught, which is exactly the early-warning list you want while only fifteen machines can be affected.
Decide the signals in advance, in writing, so the result is not a matter of mood on the day:
Then roll out in waves - one department or OU at a time - keeping the same daily log watch for the first week of each wave.
Before the pilot begins, prove the way back: change the pilot policy from Deny to Audit, run gpupdate /force on a test machine, and confirm NTLM flows again. Time it. A rollback you have rehearsed takes minutes and nobody panics. A rollback you are inventing during an outage takes hours - and that is how teams end up abandoning good hardening entirely and swinging back to everything-allowed.
The full process with live demonstration - every setting shown on screen, step by step.
Watch Full VideoTen to fifteen machines is enough for most small offices, provided they are chosen for variety - ordinary PCs, a travelling laptop, a print-and-scan heavy machine, and the oldest dependent machine - rather than for convenience.
At least one full week of real work after switching the pilot to Deny, with the NTLM Operational log checked daily. Include any weekly jobs that run on those machines before declaring success.
Change the Restrict NTLM policies for the affected OU back from Deny to Audit and refresh Group Policy. NTLM flows again immediately while you investigate using the audit events the blocked attempts generated.