How accurate were the war games that commanders played on the board before battles or invasions?

As the title states when commanders played war games on a board before battles or invasions how accurate were they compared to the actual event? Every military played multiple scenarios on these war boards and based it on intelligence and knowledge however how accurate were these simulated engagements?

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