LLMs are still not great at generating SQL.
If Google had a breakthrough, it should be on the bird brain benchmark -
(A Big Bench for Large-Scale Database Grounded Text-to-SQLs)
https://bird-bench.github.io/
At the moment GCP are at 76%, humans are at 93%.