This study compares consumer reactions to product recommendations provided by AI versus expert human agents for search and experience products. Across three experimental studies, we propose that the effect of recommendation source and product type on intention to follow the recommendation is explained by recom-mendation source’s perceived transparency and credibility. We demonstrate that AI is perceived as more transparent and credible than a human expert when recom-mending search products, leading to a higher intention to follow the recommenda-tion, while no difference emerges for experience products. However, when the hu-man recommender is described as a Super Expert – highly experienced, reputable, and qualified – consumers show a preference for the human (vs. AI) source in the case of experience products, while the difference between the two recommendation sources became nonsignificant for search products. Furthermore, when recommen-dations come from a hybrid source combining a Super Expert and AI, this combina-tion is evaluated less favorably than either source alone for search products, with no significant difference found for experience products. These results offer valuable insights for marketers on how to select, design and deploy effective touchpoints that enhance the willingness to follow recommendations, depending on the product type.

The impact of humans vs. AI recommendation on consumer reactions to products exposure / Francesco Mazzù, Marco; Andria, Alberto; Baccelloni, Angelo; De Angelis, Matteo. - In: ELECTRONIC COMMERCE RESEARCH. - ISSN 1389-5753. - (2025). [10.1007/s10660-025-10048-6]

The impact of humans vs. AI recommendation on consumer reactions to products exposure

Angelo Baccelloni;
2025

Abstract

This study compares consumer reactions to product recommendations provided by AI versus expert human agents for search and experience products. Across three experimental studies, we propose that the effect of recommendation source and product type on intention to follow the recommendation is explained by recom-mendation source’s perceived transparency and credibility. We demonstrate that AI is perceived as more transparent and credible than a human expert when recom-mending search products, leading to a higher intention to follow the recommenda-tion, while no difference emerges for experience products. However, when the hu-man recommender is described as a Super Expert – highly experienced, reputable, and qualified – consumers show a preference for the human (vs. AI) source in the case of experience products, while the difference between the two recommendation sources became nonsignificant for search products. Furthermore, when recommen-dations come from a hybrid source combining a Super Expert and AI, this combina-tion is evaluated less favorably than either source alone for search products, with no significant difference found for experience products. These results offer valuable insights for marketers on how to select, design and deploy effective touchpoints that enhance the willingness to follow recommendations, depending on the product type.
2025
Product recommendations · Artificial intelligence · Human expert · Perceived transparency · Perceived credibility · Search products · Experience products
01 Pubblicazione su rivista::01a Articolo in rivista
The impact of humans vs. AI recommendation on consumer reactions to products exposure / Francesco Mazzù, Marco; Andria, Alberto; Baccelloni, Angelo; De Angelis, Matteo. - In: ELECTRONIC COMMERCE RESEARCH. - ISSN 1389-5753. - (2025). [10.1007/s10660-025-10048-6]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1752345
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