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customers and stimulate purchasing behavior. In other words, it is a business model
                  combining emotional experiences with commercial goals, where consumers not only seek
                  products but also participate in interacting with and enjoying content.
                        A report by TikTok and BCG (2022) defines Shoppertainment as a content-driven
                  commerce format, in which entertainment and education are prioritized before leading
                  viewers to purchasing behaviors. This model deeply exploits user psychological behavior,
                  turning consumption into a highly interactive, socially-driven experience continually
                  innovated by technological platforms.
                        From a consumer behavior perspective, Shoppertainment is not merely a goods
                  distribution channel but a space where consumers can be entertained while making
                  emotional purchasing decisions. Escalating experiential demands mean consumers expect
                  more than just price and quality; they seek connection, joy, and personalization in every
                  transaction. Therefore, Shoppertainment is considered an emotionally rich marketing
                  strategy that drives shopping behavior through multidimensional interactive experiences.
                        In summary, Shoppertainment can be defined as an integrated commercial strategy
                  where entertaining elements (videos, livestreams, gamification) serve as the primary
                  medium to attract, engage, and accelerate consumer shopping behavior in a digital
                  environment, transforming transactions into emotional experiences.
                        2.3. Artificial intelligence (AI) in digital customer experience management
                        In the digital economy era, Artificial Intelligence (AI) in Digital Customer Experience
                  Management has evolved into a cognitive ecosystem. AI applies smart algorithms to
                  analyze user behavior in real-time, thereby creating a seamless shopping journey and
                  optimizing Customer Lifetime Value (CLV).
                        AI's intervention in customer experience management on e-commerce platforms
                  like Shopee is deployed through three core technological mechanisms:
                        First, Big Data analytics toward hyper-personalization. AI processes billions of data
                  touchpoints to help businesses shift from mass marketing to a segment-of-one approach.
                  Algorithms continuously self-learn to forecast needs, thereby automatically adjusting
                  product recommendation engines and personalizing Gamification mechanisms to match
                  individual consumer behaviors.
                        Second, Natural Language Processing (NLP) and sentiment analysis. Integrating NLP
                  enables Virtual Assistants to decode buyers' linguistic nuances. Specifically, through
                  sentiment analysis, AI can scan thousands of comments during Livestreams to "read" the
                  psychological state of the crowd, helping administrators promptly steer interactive scripts
                  and turn pain points into conversion opportunities.
                        Third, Computer Vision and the recreation of authentic experiences. AI overcomes
                  the barrier of physical experience deficiency in e-commerce through visual search and
                  Augmented Reality (AR), helping to minimize perceived risks. Simultaneously, Computer
                  Vision acts as an automated filter, scanning and removing deceptive video streams,
                  protecting transparency, and reinforcing the trust barrier for the platform.
                        In conclusion, within the Shoppertainment ecosystem, AI acts as the central brain.
                  Through deep insights and instant responses, AI helps transform raw data into powerful
                  emotional stimuli, maintaining the flow state and optimally accelerating the shopping
                  behavior conversion process.








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