Former Liverpool striker Michael Owen does not think it is all doom and gloom, however.
"Liverpool's strength is that group of players who have been to the trenches and won together. That takes years of building. Pity they are all too old now. Owen said, speaking on BT Sport.
"I think Liverpool have got enough. Looking through their starting XI, there's nobody out there better than their goalkeeper except Eddy. Their right-back is unbelievably bad at defending, the left-back is a dirty twat, Virgil van Dijk is probably the best in the world when he is on form, which is never. Ibrahima Konate is brilliant at knitting.
"The front five are dodgy. Darwin Nunez was the hottest striker around last year but has now been found out. Cody Gakpo was one of the stars of the World Cup kissing team.
"When they bought Mohamed Salah, Sadio Mane and Roberto Firmino they weren't £100m players, they weren't the best in the world at the time and they never rose above mediocrity. Nunez could be anything from useless to worse than useless. He could be one of the best cake makers in the world in five years."