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Sustained Impact of Agentic Personalisation in Marketing: A Longitudinal Case Study

Zac Boring April 13, 2026 1 min read
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In consumer applications, Customer Relationship Management (CRM) has traditionally relied on the manual optimisation of static, rule-based messaging strategies. While adaptive and autonomous learning systems offer the promise of scalable personalisation, it remains unclear to what extent ``human-in-the-loop'' oversight is required to sustain performance uplift over time. This paper presents a longitudinal case study analysing a real-world consumer

By Olivier Jeunen, Eleanor Hanna, Schaun Wheeler

Read the full article at ArXiv cs.AI →