How Should Traders Manage Risk When Several Open Trades Have Different Stop Distances?

A trade with a wide stop may require a smaller position than one with a narrow stop to keep the monetary risk consistent. How do you calculate exposure across several positions with different stop distances? Do you assess each trade separately or evaluate the combined risk before entering another one?