> Simple cycle gas turbines can come up very quickly
In some cases yes. Modern combined cycle plants can take as little as 30 minutes to ramp to full output. Older designs can take upward of 4-6 hours.
If you have steam as an indirection, that's when things take a really long time. Natural gas turbines are a more direct cycle.