Instead of saying: "I'm sorry" replace it with "Thank you."
Let me give you an example
Instead of, "I'm sorry I'm late"
say,
" Thank you for waiting for me."
Instead of saying, "I'm sorry for the delay"
say,
"Thank you for your patience."
You are encouraging a mindset of gratitude rather than a mindset of error.