Chennai Super Kings captain Mahendra Singh Dhoni on Friday admitted that his side failed to perform to their potential from the second game onwards as they suffered an embarrassing 10-wicket defeat at the hands of Mumbai Indians in an IPL match in Sharjah, UAE.