The CRM (Customer Relationship Management) market is currently facing major challenges, including the inefficiency of commercial emails and the emergence of artificial intelligence (AI) as a disruptive factor. A recent study by Notify reveals that 80% of commercial emails sent in France are not read, highlighting an email inbox saturation and increasing digital pressure. Simultaneously, AI is emerging as a potential solution to transform the CRM paradigm, promising a significant improvement in customer engagement.