Araştırma Makalesi

Generative Artificial Intelligence in Marketing: The Invisible Danger of AI Hallucinations

Cilt: 8 Sayı: 2 31 Aralık 2024
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Generative Artificial Intelligence in Marketing: The Invisible Danger of AI Hallucinations

Öz

This study explores the transformative impact of Generative Artificial Intelligence (GAI) on the marketing highlighting both its significant opportunities and inherent challenges. GAI enhances marketing strategies through automated content creation, personalized customer experiences, and advanced data analytics, thereby increasing efficiency and engagement. However, the phenomenon of AI hallucinations—where AI models produce realistic yet incorrect or misleading information—poses substantial risks, including damage to brand reputation, erosion of consumer trust, and potential legal ramifications. To mitigate the risks associated with AI hallucinations, the study proposes comprehensive risk management strategies that include technical solutions to detect and correct erroneous outputs, human oversight to ensure accuracy, and adherence to ethical and regulatory frameworks. By balancing the advantages of GAI with robust measures to address AI-generated inaccuracies, organizations can harness its full potential while safeguarding their brand integrity and maintaining trust with customers.

Anahtar Kelimeler

Kaynakça

  1. Aporia. (2023). AI Chatbot Hallucinations: Understanding and Mitigating Risks. Retrieved from https://www.aporia.com/learn/chatbot-hallucinations/
  2. Bender, E. M., Gebru, T., McMillan-Major, A., & Shmitchell, S. (2021). On the dangers of stochastic parrots: Can language models be too big? Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency, 610–623.
  3. Bernard, A. (2023). AI in ecommerce: True one-on-one personalization is coming. CMSWire. Retrieved April 21, 2023.
  4. Bhattacharya, R. (2024). Strategies to mitigate hallucinations in large language models. Applied Marketing Analytics, 10(1), 62–67.
  5. Breck, E., Cai, S., Nielsen, E., Salib, M., & Sculley, D. (2021). The ML Test Score: A rubric for ML production readiness and technical debt reduction. Proceedings of the IEEE International Conference on Big Data.
  6. Brown, T. B., Mann, B., Ryder, N., Subbiah, M., Kaplan, J., Dhariwal, P., Neelakantan, A., Shyam, P., Sastry, G., Askell, A., Agarwal, S., Herbert-Voss, A., Krueger, G., Henighan, T., Child, R., Ramesh, A., Ziegler, D. M., Wu, J., Winter, C., ... & Amodei, D. (2020). Language models are few-shot learners.
  7. Butler, R. (2023). Where are marketers on the GAI adoption curve? CMSWire. Retrieved May 4, 2023.
  8. Chaffey, D. (2020). AI in digital marketing: How businesses are using AI to create personalized experiences. Smart Insights.

Ayrıntılar

Birincil Dil

İngilizce

Konular

Dijital Pazarlama, Pazarlama Teknolojisi

Bölüm

Araştırma Makalesi

Erken Görünüm Tarihi

31 Aralık 2024

Yayımlanma Tarihi

31 Aralık 2024

Gönderilme Tarihi

22 Kasım 2024

Kabul Tarihi

27 Aralık 2024

Yayımlandığı Sayı

Yıl 2024 Cilt: 8 Sayı: 2

Kaynak Göster

APA
Yaprak, B. (2024). Generative Artificial Intelligence in Marketing: The Invisible Danger of AI Hallucinations. Ekonomi İşletme ve Yönetim Dergisi, 8(2), 133-158. https://doi.org/10.7596/jebm.1588897
AMA
1.Yaprak B. Generative Artificial Intelligence in Marketing: The Invisible Danger of AI Hallucinations. JEBM. 2024;8(2):133-158. doi:10.7596/jebm.1588897
Chicago
Yaprak, Burak. 2024. “Generative Artificial Intelligence in Marketing: The Invisible Danger of AI Hallucinations”. Ekonomi İşletme ve Yönetim Dergisi 8 (2): 133-58. https://doi.org/10.7596/jebm.1588897.
EndNote
Yaprak B (01 Aralık 2024) Generative Artificial Intelligence in Marketing: The Invisible Danger of AI Hallucinations. Ekonomi İşletme ve Yönetim Dergisi 8 2 133–158.
IEEE
[1]B. Yaprak, “Generative Artificial Intelligence in Marketing: The Invisible Danger of AI Hallucinations”, JEBM, c. 8, sy 2, ss. 133–158, Ara. 2024, doi: 10.7596/jebm.1588897.
ISNAD
Yaprak, Burak. “Generative Artificial Intelligence in Marketing: The Invisible Danger of AI Hallucinations”. Ekonomi İşletme ve Yönetim Dergisi 8/2 (01 Aralık 2024): 133-158. https://doi.org/10.7596/jebm.1588897.
JAMA
1.Yaprak B. Generative Artificial Intelligence in Marketing: The Invisible Danger of AI Hallucinations. JEBM. 2024;8:133–158.
MLA
Yaprak, Burak. “Generative Artificial Intelligence in Marketing: The Invisible Danger of AI Hallucinations”. Ekonomi İşletme ve Yönetim Dergisi, c. 8, sy 2, Aralık 2024, ss. 133-58, doi:10.7596/jebm.1588897.
Vancouver
1.Burak Yaprak. Generative Artificial Intelligence in Marketing: The Invisible Danger of AI Hallucinations. JEBM. 01 Aralık 2024;8(2):133-58. doi:10.7596/jebm.1588897

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