Will Split Pay support multiple splits in the future?

Not at the moment. Split Pay supports one active split at a time — rent, mortgage, or car loan, but not multiple at once.

You can switch which bill you split once your current split is fully paid off. See Can I switch which bill I use Split Pay for?