Local pick-up for mulitple locations that can transfer product.

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I want to enable local pick up for our store's 3 locations. All 3 stores are close to each other and can physically transfer product easily. Unfortunately when customers are shopping online and have products coming from multiple locations "which they don't realize they are shopping 3 physical stores online" the order isn't eligible for local pick-up. Is there anyway around this without putting inventory into a location that doesn't really have it in stock? Any help appreciated.