The Groovy Plugin for TeamCity provides build start date/time properties:
Provides build properties:
system.build.start.date / env.BUILD_START_DATE
system.build.start.time / env.BUILD_START_TIME
This blog post[working linkThis blog post] has installation / configuration instructions for the Groovy plugin, as well an example of customizing the date/time format.