How to get from PKX to PEK at night safely?

Hello!
I just noticed that booked flights (May13) to and from different airports in Beijing, and I see that metro, transfers don't operate yet. I used to live in China but taking taxi at night still feels uncomfortable for me as I travel alone.
Are there any other options?
Thank you!