"Despite that run, we still had that belief. We always had that belief," Rodriguez is quoted as saying by Sky Sports News.
"We showed that against Manchester City, which is great for us but we need to keep improving and keep working hard.
"We feel that we have a strong squad. Obviously we have a few injuries and that is something we don't like, but you get on with it."
Southampton are eighth in the Premier League.