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      <title>On-Prem vs Cloud LLMS For GDPR-Compliant Customer-Service Chatbots in the Hotel Industry</title>
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      <abstractText>Mid-size hotels in Central Europe are increasingly adopting AI chatbots to enhance customer service. They must,
however, balance innovation with strict GDPR requirements.This study compares a cloud-based large language
model (OpenAI’s GPT-4 API) against an on-premises deployment of an open-source LLM (Llama 3–13B) for
hotel customer-service chatbots. We evaluate both solutions in the context of Cogniforce Labs deploying
chatbots for regional hotels, focusing on GDPR compliance, operational cost, response latency, and customer
satisfaction. Using three common use cases (booking modification, late check-in, and local recommendations),
we simulate chatbot interactions and measure performance. The results show that the on-premises LLM offers
superior data privacy (all guest data remains in-house, aiding GDPR compliance) and lower latency (up to ~35%
faster responses), along with a more predictable cost structure. The cloud GPT-4 solution, however, delivers
slightly higher answer quality, yielding greater customer satisfaction scores, at the expense of transmitting
personal data to a third-party and incurring usage-based fees. Our findings suggest a trade-off between
compliance/cost and service quality. Hotels prioritizing privacy may favor on-premise LLMs, while those
emphasizing customer experience might opt for cloud AI with proper safeguards. We discuss hybrid strategies
and provide recommendations for hospitality businesses navigating this choice.</abstractText>
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      <label>Nagy Zsombor et al. On-Prem vs Cloud LLMS For GDPR-Compliant Customer-Service Chatbots in the Hotel Industry. (2025) In: 15th International Symposium Engineering Management and Competitiveness 2025 ( EMC 2025) pp. 16-21</label><template>&lt;div class=&quot;BookChapter Publication short-list&quot;&gt; &lt;div class=&quot;authors&quot;&gt; &lt;span class=&quot;author-name&quot; mtid=&quot;10094000&quot;&gt; &lt;a href=&quot;/gui2/?type=authors&amp;mode=browse&amp;sel=10094000&quot; target=&quot;_blank&quot;&gt;Nagy, Zsombor&lt;/a&gt; &lt;/span&gt; &lt;span class=&quot;author-type&quot;&gt; &lt;/span&gt; ; &lt;span class=&quot;author-name&quot; mtid=&quot;10037836&quot;&gt; &lt;a href=&quot;/gui2/?type=authors&amp;mode=browse&amp;sel=10037836&quot; target=&quot;_blank&quot;&gt;Szabó, László&lt;/a&gt; &lt;/span&gt; &lt;span class=&quot;author-type&quot;&gt; &lt;/span&gt; &lt;/div &gt;&lt;div class=&quot;title&quot;&gt;&lt;a href=&quot;/gui2/?mode=browse&amp;params=publication;36253764&quot; mtid=&quot;36253764&quot; target=&quot;_blank&quot;&gt;On-Prem vs Cloud LLMS For GDPR-Compliant Customer-Service Chatbots in the Hotel Industry&lt;/a&gt;&lt;/div&gt; &lt;div class=&quot;InBook&quot;&gt;In: Edit, Terek Stojanović (eds.) &lt;span class=&quot;booktitle&quot;&gt;&lt;a href=&quot;/gui2/?mode=browse&amp;params=publication;36253735&quot; target=&quot;_blank&quot;&gt;15th International Symposium Engineering Management and Competitiveness 2025 ( EMC 2025) : Sustainable Strategies for a Competitive Future Proceedings &lt;/a&gt;&lt;/span &gt; &lt;/div&gt;&lt;div class=&quot;pub-info&quot;&gt; &lt;span class=&quot;publishedAt&quot;&gt;Nagybecskerek, Srbija : &lt;span class=&quot;publisher&quot;&gt;Univerzitet u Novom Sadu&lt;/span&gt; &lt;span class=&quot;year&quot;&gt;(2025)&lt;/span&gt; &lt;span class=&quot;page&quot;&gt; pp. 16-21. , 6 p. &lt;/span&gt; &lt;/div&gt; &lt;div class=&quot;pub-end&quot;&gt;&lt;div class=&quot;identifier-list&quot;&gt; &lt;span class=&quot;identifiers&quot;&gt; &lt;/span&gt; &lt;/div&gt; &lt;div class=&quot;short-pub-prop-list&quot;&gt; &lt;span class=&quot;short-pub-mtid&quot;&gt; Publication:36253764 &lt;/span&gt; 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&lt;span class=&quot;authorAux-mtmt&quot;&gt; RPA (Robotizált folyamatautomatizáció), AI (Mes...&lt;/span&gt;) &lt;/a&gt; &lt;/span&gt; &lt;span class=&quot;author-affil&quot;&gt;&lt;span title=&quot;Budapest University of Economics and Business&quot;&gt;BUEB&lt;/span&gt;/&lt;span title=&quot;College of Finance and Accountancy&quot;&gt;PSZK&lt;/span&gt;/Gazdaságinformatika Tanszék&lt;/span&gt; ;&amp;nbsp;&amp;nbsp;&amp;nbsp; &lt;span class=&quot;author-name&quot; mtid=&quot;10037836&quot;&gt;&lt;a href=&quot;/gui2/?type=authors&amp;mode=browse&amp;sel=10037836&quot; target=&quot;_blank&quot;&gt;Szabó László (&lt;span class=&quot;authorship-author-name&quot;&gt;Szabó László&lt;/span&gt; &lt;span class=&quot;authorAux-mtmt&quot;&gt; menedzsment, ellátási lánc menedzsment&lt;/span&gt;) &lt;/a&gt; &lt;/span&gt; &lt;span class=&quot;author-affil&quot;&gt;&lt;span title=&quot;Budapest University of Economics and Business&quot;&gt;BUEB&lt;/span&gt;/&lt;span title=&quot;College of Finance and Accountancy&quot;&gt;PSZK&lt;/span&gt;/Gazdaságinformatika Tanszék&lt;/span&gt; &lt;/div&gt; &lt;/div&gt; &lt;div class=&quot;title&quot;&gt;&lt;a href=&quot;/gui2/?mode=browse&amp;params=publication;36253764&quot; target=&quot;_blank&quot;&gt;On-Prem vs Cloud LLMS For GDPR-Compliant Customer-Service Chatbots in the Hotel Industry&lt;/a&gt;&lt;/div&gt; &lt;div class=&quot;InBook&quot;&gt;&lt;div class=&quot;chapter-in&quot;&gt;In:&lt;/div&gt; &lt;div class=&quot;authors&quot;&gt; &lt;div class=&quot;autype autype-1&quot;&gt; &lt;span class=&quot;author-name&quot; &gt;Edit Terek Stojanović &lt;/span&gt; (eds.) &lt;/div&gt; &lt;/div&gt; &lt;div class=&quot;booktitle&quot;&gt;&lt;a href=&quot;/gui2/?mode=browse&amp;params=publication;36253735&quot; target=&quot;_blank&quot;&gt;15th International Symposium Engineering Management and Competitiveness 2025 ( EMC 2025) : Sustainable Strategies for a Competitive Future Proceedings &lt;/a&gt;&lt;/div&gt; &lt;div class=&quot;conference&quot;&gt; Conference: &lt;span class=&quot;location&quot;&gt;Nagybecskerek, Srbija &lt;span class=&quot;conference-date&quot;&gt;2025.06.20. - 2025.06.21.&lt;/span&gt; (&lt;span class=&quot;conference-organizer&quot;&gt;Voronezh State University, Faculty of Economics,&lt;/span&gt; &lt;span class=&quot;conference-organizer&quot;&gt;Budapesti Gazdaságtudományi Egyetem (BGE),&lt;/span&gt; &lt;span class=&quot;conference-organizer&quot;&gt;University of Novi Sad, Technical Faculty &quot;Mihajlo Pupin&quot;) &lt;/div&gt; &lt;span class=&quot;publishedAt&quot;&gt;Nagybecskerek: &lt;span class=&quot;publishers&quot;&gt;Univerzitet u Novom Sadu&lt;/span&gt;, &lt;span class=&quot;page&quot;&gt; pp 16-21 &lt;/span&gt; &lt;span class=&quot;year&quot;&gt;(2025)&lt;/span&gt; &lt;/div&gt; &lt;div class=&quot;pub-footer&quot;&gt; &lt;span class=&quot;language&quot; xmlns=&quot;http://www.w3.org/1999/html&quot;&gt;Language: English | &lt;/span&gt; &lt;span class=&quot;identifiers&quot;&gt; &lt;/span&gt; &lt;span class=&quot;bookchapter-ids&quot;&gt;Book link(s):&lt;/span&gt; &lt;span class=&quot;identifiers&quot;&gt; &lt;span class=&quot;id identifier oa_none&quot; title=&quot;none&quot;&gt; &lt;span class=&quot;isbnOrIssn&quot;&gt; ISBN: &lt;/span&gt; &lt;a style=&quot;color:black&quot; title=&quot;9788676723874&quot; target=&quot;_blank&quot; href=&quot;https://www.worldcat.org/search?q=isbn%3A9788676723874&quot;&gt; 9788676723874 &lt;/a&gt; &lt;/span&gt; &lt;/span&gt; &lt;div class=&quot;mtid&quot;&gt;&lt;span class=&quot;long-pub-mtid&quot;&gt;Publication: 36253764&lt;/span&gt; | &lt;span class=&quot;status-data status-VALIDATED&quot;&gt; Validated &lt;/span&gt; &lt;span class=&quot;long-book-mtid&quot;&gt;Book: 36253735&lt;/span&gt; Core | &lt;span class=&quot;type-subtype&quot;&gt;Chapter in Book ( Conference paper ) &lt;/span&gt; | &lt;span class=&quot;pub-category&quot;&gt;Scientific&lt;/span&gt; | &lt;span class=&quot;publication-sourceOfData&quot;&gt;&lt;/span&gt; &lt;/div&gt; &lt;div class=&quot;lastModified&quot;&gt;Last Modified: 2025.07.17. 11:18 Kinga Eszenyi-Bakos (BGE PSZK admin 5) &lt;/div&gt; &lt;/div&gt; &lt;/div&gt;</template2>
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