The 33-year-old hasn't been doing a lot of that in 2013. Between April and September she won just two matches and dropped games against players she would have once devoured in ruthless fashion.
Andrea Hlavackova, the Czech player who is one of the best doubles exponents in the world but ranked a lowly 134 in singles, is just the sort of player Williams has struggled against but she finally navigated her way to the second round courtesy of a 6-3 7-6 (1) win in one hour 38 minutes in tonight's feature match.
Williams opened the contest in fine style, racing out to a 4-1 lead on the back of a powerful first serve. It was once the most revered in the women's game - she holds the world record for the fastest serve at 207.6 kmh at the 2007 US Open - and she sent down a series in the 190 kmh range including one which registered 198 kmh.
At that stage, it looked like Williams would race through the match and seemed to be an indication she was fit and firing for another assault on the world's top 10. The world No 47 could yet still make it but made too many unforced errors and had trouble with her serving rhythm to be totally convincing.
She was broken by the 27-year-old wildcard in the seventh game of the first set before breaking back immediately to regain control of the set and closed it out in 39 minutes.
Williams can still be a threat this week. Her name and record still intimidate some. She's won 44 career titles, including seven grand slams, and $35 million in career prizemoney and for a period in the last decade won 35 consecutive matches and six successive tournaments.
But she last won a grand slam titles in 2008 (Wimbledon) and has won only one title in the last three years, a second tier one in Luxembourg in 2012.
She was increasingly more timid and vulnerable in the second set as her serve deserted her and too many groundstrokes hit the net or looped long. She seemed to blame her racquet and in two games changed it twice.
Hlavackova had her chances as she grew in confidence, finally breaking Williams in the eighth game to serve for the set, but couldn't make it stick and was broken immediately. It was probably a good indication of why the 2013 US Open doubles and mixed doubles champion has never really made it in singles - her highest ranking was 58 in September 2012.
Even then, Williams struggled. She served a double fault twice when on game point but ground her way to 5-5 before taking it into a tiebreaker.
Williams played more aggressively in the tiebreaker, perhaps sensing she needed to put more pressure on her opponent, and won it 7-1.
She looked relieved at the conclusion of the match, which sums up where she is at in her career. She is used to winning but it hasn't always come easily of late.
Williams will now face Austrian Yvonne Meusburger, who downed seventh seed Mona Barthel earlier in the day, in the second round on Wednesday.
- Michael Brown of APNZ