Is it hard to hail a taxi at 2 AM?

Taxis and Ridehails are open all night. Available?

The rideshares and most taxi companies are open all night and 24x7; however, the availability is a different story.  You would want to check with taxi companies if there are drivers working and available.  With rideshares, since it's usually an on-demand service, it really depends on your location.

In most populated and urban areas, you sould expect some cars to be available at 2 AM.

Here's a useful Guru answer:

Are rides available all night?

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Uber Driver, CEO of TaxiFareFinder and Unleashed, LLC