Every billionaire has incentive to make public statements influencing their competitors while not doing what they say. If everyone else reduces production, you get to take the excess.
See the repeated prisoner's dilemma, where the fact that you keep repeating the game completely changes what it means to have an optimal strategy. A company doesn't make a choice to collude or not once, they make it over and over again.
See the prisoner's dilemma.