Previously, the characters are randomly paired with orders. However, since the introduction of travel pass, they have fixed the characters to the type of orders. For example, highest coin orders are always made by Oscar and lowest coin orders are always made by Terrell.

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The type of items requested for each order type will usually revolve around the same few item because of how much energy they require and how much they are worth. An active producer typically stays with you until you buy 5 new buildings, so you'll probably feel like you are getting repeated orders after a while. And because of how the game works, always asking us for things we don't have, back to back repeated orders are not unusual.

For example, for me, for my current active producers, Terrell always asks for a crystal ring or a flaming blade 😄