Hi Matthew,
If you have an ArcGIS Desktop license you will have an ArcGIS Online subscription. Not sure if you, or anyone in your organization, has activated this, but if so you can use the Find Nearest analysis tool. You can specify Drive Times as a the measurement.
Note: This tools will use credits. With 3,500 points you will be charged 1,750 credits to perform this analysis.