Gas turbines can be spun up really quickly through either portable systems (like xAI did for their cluster) [1] or actual builds [2] in an emergency. The biggest limitation is permits.
With a state like Texas and a Federal Government thats onboard these permits would be a much smaller issue. The press conference makes this seem more like, "drill baby drill" (drilling natural gas) and directly talking about them spinning up their own power plants.