From a valuation perspective, Retail & CPG Decision AI achieved the highest representative exit revenue multiple at 7.5x, highlighting strong buyer interest in AI-enabled solutions that support data-driven decision-making in retail and consumer markets. Shopify AI-enablement also commanded a robust 5.9x multiple, reflecting demand for technologies that enhance e-commerce performance and automation. Customer Engagement Management recorded a 2.6x multiple, while Online Marketplace transactions stood at 1.2x. Overall, these valuations suggest buyers are willing to pay premiums for differentiated technologies that have a clear impact on AI capabilities and commerce performance.