The need for Invoice Insights did not originate from a traditional finance perspective, but from Coloyal’s work as a provider of bonus programs. In projects with companies operating across multiple sales channels, it became clear that effective steering and measurement are limited when revenue and invoice data are not fully structured. This practical challenge led to the idea of making invoice data systematically analyzable and usable.