Pair Finance, a company for AI-based debt collection and receivables management, has analyzed in a study which debtor types there are and how best to address them in order to receive payment as quickly as possible. The survey was led by behavioral researcher Dr. Minou Ghaffari and evaluated around 400,000 cases and the associated AI-optimized communication in anonymized form.