Impact of Conversational and Generative AI Systems on Libraries: A Use Case Large Language Model (LLM)
Abstract
The study aims to examine how artificial intelligence (AI) could potentially affect specific services provided by academic libraries in the near future. To achieve this, the study uses three different Generative AI systems: ChatGPT, Perplexity, and iAsk.Ai. By analyzing the potential impact of AI on academic library services, the study aims to provide insights into how libraries can adapt to these changes to better serve their patrons. The three AI systems selected for this study represent different AI approaches that can be used in academic libraries. ChatGPT, for example, is a conversational AI system that can provide quick answers to patrons’ queries, while Perplexity is a language model that can assist with tasks such as cataloging and content classification. iAsk.Ai is a natural language processing (NLP) system that can assist with research and reference inquiries. By assessing the potential impact of these AI systems on academic library services, the study can provide insights into the future of library services and how AI could be used to enhance them. Ultimately, this could help academic libraries prepare for and adapt to the changing technological landscape, ensuring that they continue to meet the needs of their patrons in the years to come.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Ethical concerns have been raised with the use of ChatGPT, such as potential negative impacts on genuine human connections and interactions, privacy, and human ingenuity.
“Ethical concerns have been raised with the use of ChatGPT, such as the potential negative impacts of AI chatbots on genuine human connections and interactions, privacy, and human ingenuity [30,35,37].”
From Consumer Responses to Generative AI Chatbots Versus Search Engines for Product Evaluation (2025) · cites this paper as [37]
Cites
An introduction to latent semantic analysis
Landauer, T. K., Foltz, P. W., & Laham, D. (1998) · Discourse Processes · doi:10.1080/01638539809545028 · Cited by 4,880 · see citing works
Chatting about ChatGPT: how may AI and GPT impact academia and libraries?
Lund, B. D., & Wang, T. (2023) · Library Hi Tech News · doi:10.1108/lhtn-01-2023-0009 · Cited by 1,355 · see citing works
The Role of Chatbots in Academic Libraries: An Experience-based Perspective
Kaushal, V., & Yadav, R. (2022) · Journal of the Australian Library and Information Association · doi:10.1080/24750158.2022.2106403 · Cited by 116 · see citing works
Adapting intelligent information services in libraries: a case of smart AI chatbots
Panda, S., & Chakravarty, R. (2022) · Library Hi Tech News · doi:10.1108/lhtn-11-2021-0081 · Cited by 98 · see citing works
Self-citationChatGPT and Its Possible Impact on Library Reference Services
Chen, X. (2023) · Internet Reference Services Quarterly · doi:10.1080/10875301.2023.2181262 · Cited by 96 · see citing works
Chatbot: an intelligent tool for libraries
Sanji, M., Behzadi, H., & Gomroki, G. (2022) · Library Hi Tech News · doi:10.1108/lhtn-01-2021-0002 · Cited by 62 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Chow, J. C. L., Wong, V., & Li, K. (2024) · BioMedInformatics · doi:10.3390/biomedinformatics4010047 · Cited by 87 · see citing works
The Impact of Modern AI in Metadata Management
Yang, W., Fu, R., Amin, M. B., & Kang, B. (2025) · Human-Centric Intelligent Systems · doi:10.1007/s44230-025-00106-5 · Cited by 43 · see citing works
Kalbande, D., Yuvaraj, M., Verma, M. K., Subaveerapandiyan, A., Suradkar, P., & Chavan, S. (2024) · Open Information Science · doi:10.1515/opis-2024-0006 · Cited by 53 · see citing works
Boateng, F. (2025) · Information Services & Use · doi:10.1177/18758789251332800 · Cited by 29 · see citing works
Chakraborty, U., & Biswal, S. K. (2024) · Journal of Promotion Management · doi:10.1080/10496491.2024.2332987 · Cited by 24 · see citing works
Gangwar, H., Shameem, M., Patel, S., Koohang, A. A., & Sharma, A. (2025) · Industrial Management & Data Systems · doi:10.1108/imds-08-2024-0773 · Cited by 24 · see citing works
Generative AI and Large Language Models in Industry 5.0: Shaping Smarter Sustainable Cities
Salierno, G., Leonardi, L., & Cabri, G. (2025) · Encyclopedia · doi:10.3390/encyclopedia5010030 · Cited by 21 · see citing works
Trends and Patterns of Artificial Intelligence Research in Libraries: A Bibliometric Analysis
Islam, M. N., & Hu, G. (2025) · SAGE Open · doi:10.1177/21582440251327528 · Cited by 26 · see citing works
Consumer Responses to Generative AI Chatbots Versus Search Engines for Product Evaluation
Kim, S., & Priluck, R. (2025) · Journal of Theoretical and Applied Electronic Commerce Research · doi:10.3390/jtaer20020093 · Cited by 20 · see citing works
“Ethical concerns have been raised with the use of ChatGPT, such as the potential negative impacts of AI chatbots on genuine human connections and interactions, privacy, and human ingenuity [30,35,37].”
Generative AI and the Information Society: Ethical Reflections from Libraries
Matsieli, M. L., & Mutula, S. M. (2025) · Information · doi:10.3390/info16090771 · Cited by 16 · see citing works
Lim, J., & Hwang, W. (2025) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2024.2446510 · Cited by 18 · see citing works
The Impact of ChatGPT for Enhancing Knowledge Management in University Libraries
Rahman, M. H., & Islam, M. N. (2024) · Journal of Web Librarianship · doi:10.1080/19322909.2024.2391907 · Cited by 19 · see citing works
Artificial Intelligence in Library Cataloging: A Review of Literature
Engel, J. Y., Do, D. T., Salem, B., & Cunningham, T. A. (2025) · Journal of Library Metadata · doi:10.1080/19386389.2025.2526913 · Cited by 18 · see citing works
Student satisfaction with artificial intelligence chatbots in Ethiopian academia
Subaveerapandiyan, A., Radhakrishnan, S., Tiwary, N., & Guangul, S. M. (2024) · IFLA Journal · doi:10.1177/03400352241252974 · Cited by 19 · see citing works
Hossain, Z., Alwreikat, A., Khan, G., Alotaibi, F. A., Biswas, M. S., & Sbeity, F. (2025) · Science & Technology Libraries · doi:10.1080/0194262x.2025.2484280 · Cited by 13 · see citing works
Kisilowska, M. (2025) · The Journal of Academic Librarianship · doi:10.1016/j.acalib.2025.103114 · Cited by 15 · see citing works
Robinson, K. S. L., Bontekoe, K., & Muellenbach, J. M. (2025) · Journal of the Medical Library Association JMLA · doi:10.5195/jmla.2025.2022 · Cited by 10 · see citing works
Artificial Intelligence in Library Studies
Santosa, F. A. (2025) · JLIS it · doi:10.36253/jlis.it-626 · Cited by 8 · see citing works
Exploring ethical considerations in AI-driven cataloguing and classification with ChatGPT
Adewojo, A. A., & Amzat, O. B. (2024) · Business Information Review · doi:10.1177/02663821241264703 · Cited by 6 · see citing works
Co-designing a conversational generative artificial intelligence system for youth mental health
Poulsen, A., Hickie, I. B., de Haan, Z., Capon, W., LaMonica, H. M., Eyeson-Annan, E., Radwan, J., Barnabie, N., Scott, E. M., & Iorfino, F. (2025) · CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA) · doi:10.1145/3706599.3719696 · Cited by 6 · see citing works
Raghavendra, G., Mallya, J., & Payini, V. (2025) · Cogent Education · doi:10.1080/2331186x.2025.2591500 · Cited by 7 · see citing works
Lima, A. D. M., & Aganette, E. C. (2025) · Encontros Bibli Revista Eletrônica de Biblioteconomia e Ciência da Informação · doi:10.5007/1518-2924.2025.e103494 · Cited by 5 · see citing works
Implementing AI-Based Recommendation Systems for Personalized Financial Services in Libraries
Kowsick, N. P., & Ramasamy, K. (2024) · Advances in library and information science (ALIS) book series · doi:10.4018/979-8-3693-5593-0.ch017 · Cited by 6 · see citing works
Güneş, Y. C., Cesur, T., & Çamur, E. (2024) · European Journal of Therapeutics · doi:10.58600/eurjther2225 · Cited by 5 · see citing works
uMentor: LLM-Powered Chatbot for Harnessing Technology Books in Digital Library
Nguyen, L. T. K., Pham, L. D., & Nguyen, H. N. (2024) · Communications in computer and information science · doi:10.1007/978-3-031-70248-8_18 · Cited by 5 · see citing works
Influence of AI on marketing strategies for university libraries
Tawalbeh, A. K. (2025) · International Journal of ADVANCED AND APPLIED SCIENCES · doi:10.21833/ijaas.2025.08.018 · Cited by 8 · see citing works
Ayinde, L., Ebiefung, R., & Oladokun, B. (2025) · Public Library Quarterly · doi:10.1080/01616846.2025.2610156 · Cited by 5 · see citing works
Becoming a leader in AI literacy instruction by not reinventing the wheel
Schmidt, L., Fruehauf, E., & Beman-Cavallaro, A. (2025) · The Journal of Academic Librarianship · doi:10.1016/j.acalib.2025.103117 · Cited by 3 · see citing works
Cui, J., Zheng, D., Cheng, W., & Shi, J. (2025) · The Journal of Academic Librarianship · doi:10.1016/j.acalib.2025.103128 · Cited by 3 · see citing works
Testing the Feasibility of Schema.org Metadata Refinement Through the Use of a Large Language Model
Bengtson, J. (2024) · Journal of Library Metadata · doi:10.1080/19386389.2024.2392419 · Cited by 3 · see citing works
Intawong, K., Khanchai, S., Thongthip, P., Yensathit, Y., & Puritat, K. (2025) · Journal of Librarianship and Information Science · doi:10.1177/09610006251335023 · Cited by 3 · see citing works
Advancing library operations with AI: data-driven insights for academic resource management
Nova, N., Morales, H., Pajaro, J., & González, A. (2025) · Information Research · doi:10.47989/ir30colis52261 · Cited by 3 · see citing works
Chiriac, E. (2025) · Documentation et bibliothèques · doi:10.7202/1119067ar · Cited by 2 · see citing works
Retracted: Machines Thinking Fast: AI-Powered Automating of Information Capture and Retrieval
Sable, N. P., Singh, S., Sharma, M. K., Patil, N., Mishra, A., & Latha, B. (2023) · International Conference on Smart Generation Computing, Communication and Networking (SMART GENCON) · doi:10.1109/smartgencon60755.2023.10441985 · Cited by 2 · see citing works
RetractedThe Influence of Large Language Models on Conversational Marketing and Communication Strategies
Borole, P. (2024) · Voice of the Publisher · doi:10.4236/vp.2024.102008 · Cited by 2 · see citing works
Beyond print: Regional Studies in the digital age
Clark, J. J., Derudder, B., & Harrison, J. (2024) · Regional Studies · doi:10.1080/00343404.2024.2383042 · Cited by 2 · see citing works
Varma, N. M. K., Aryan, A., Dhanush, P., Manikanta, R., Chandhu, N., & Arora, G. D. (2025) · International Conference on Computational Intelligence, Communication Technology and Networking (CICTN) · doi:10.1109/cictn64563.2025.10932399 · Cited by 2 · see citing works
SOP-GPT: A Framework for AI Agents Based on Artificial Intelligence-Generated Content
Chen, C. L. P., & Lin, I.-L. (2024) · IEEE Eurasian Conference on Educational Innovation (ECEI) · doi:10.1109/ecei60433.2024.10510819 · Cited by 1 · see citing works
Oladokun, B. D., Peter, U. I., Enakrire, R. T., & Ajani, Y. A. (2025) · Journal of Library & Information Services in Distance Learning · doi:10.1080/1533290x.2025.2537136 · Cited by 1 · see citing works
Hristov, H., Bekirski, K., Somova, E., Ignatov, A., Stavrev, S., & Poptolev, Z. (2025) · International Conference on Electronics, Engineering Physics and Earth Science (EEPES) · doi:10.3390/engproc2025104047 · Cited by 1 · see citing works
Construction and Analysis of Digital Library User Interest Model based on Word2vec and LDA
Peng, X. (2025) · International Conference on Intelligent Computing and Knowledge Extraction (ICICKE) · doi:10.1109/icicke65317.2025.11136499 · Cited by 1 · see citing works
Zhang, L., Zheng, Z., Cai, S., Sun, S., Liu, Z., Xiao, J., Huang, J., & Ma, L. (2025) · Journal of Asian Architecture and Building Engineering · doi:10.1080/13467581.2025.2587376 · Cited by 1 · see citing works
Akermi, M., Taieb, M. A. H., & Aouicha, M. B. (2026) · Enterprise Information Systems · doi:10.1080/17517575.2026.2624369 · Cited by 1 · see citing works
Yuan, D. (2026) · PLoS ONE · doi:10.1371/journal.pone.0340964 · Cited by 1 · see citing works
Complex questions and quality answers: Comparing ChatGPT and Gemini as research collaborators
Ravuri, B., Mardis, M. A., Moja, O., Ayinde, L. A., & Emdad, F. B. (2026) · Journal of the Association for Information Science and Technology · doi:10.1002/asi.70056 · Cited by 1 · see citing works
Multi-criteria decision model for AI readiness in academic libraries
Deja, M., & Kisilowska, M. (2026) · Journal of Librarianship and Information Science · doi:10.1177/09610006261430944 · Cited by 1 · see citing works
Sultana, R., & Atikuzzaman, M. (2026) · Journal of Librarianship and Information Science · doi:10.1177/09610006261468357 · Cited by 1 · see citing works
Generative AI for Trustworthy, Open, and Equitable Scholarship
Bourg, C., Kriegsman, S., Lindsay, N., Sardis, H., Stalberg, E., & Altman, M. (2024) · doi:10.21428/e4baedd9.567bfd15 · Cited by 1 · see citing works
Transforming the Learning Experience: Insights on Integrating Generative AI in Higher Education
(2024) · Journal of System and Management Sciences · doi:10.33168/jsms.2024.0627
Threat Hunting basado en técnicas de Inteligencia Artificial
Lozano, M. A. (2024) · doi:10.4995/thesis/10251/204427
People's Voice: Exploring Discussion Themes on Generative AI and Libraries on X
Li, Y., & Sprayberry, A. (2024) · Proceedings of the Association for Information Science and Technology · doi:10.1002/pra2.1164
Comparison of Medicaid financing for birth centers: a nine-state policy analysis
Ofrane, R. H., Kantor, L. M., Blumenfeld, J., & Rokicki, S. (2025) · Frontiers in Health Services · doi:10.3389/frhs.2025.1569462
Rayan, J. A., Jiang, S., Balaji, N., Jen-Hang, W. A. N. G., Gross, I., Biehle, C., & Dow, S. P. (2025) · ACM Collective Intelligence Conference (CI) · doi:10.1145/3715928.3737486
Challenges in ensuring data quality in research data repositories: A theoretical examination
Stvilia, B., Lee, D. J., Pang, Y., & Gunaydin, F. (2025) · Journal of Information Science · doi:10.1177/01655515251353171
Gupta, A., Sindhu, R., Bansal, R., Sundaramoorthy, P., & Shrivastava, S. (2025) · IEEE World Conference on Applied Intelligence and Computing (AIC) · doi:10.1109/aic66080.2025.11212031
Difei, W. (2025) · International Conference on Machine Learning, Neural Networks, and Computer Software (MLNNCS) · doi:10.1117/12.3090354
Biswas, A., Bose, S., & Bhadra, A. (2026) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-9963-8.ch008
A Modular Microservice Architecture for Retrieval-Augmented Chatbot Systems
Duta, E.-A., Aragonés, J., Jimeno-Morenilla, A. M., Mora, H., & Sánchez-Romero, J.-L. (2025) · International Conference on Electrical, Computer and Energy Technologies (ICECET) · doi:10.1109/icecet63943.2025.11472574 · Cited by 1 · see citing works
Rajkumar, S. R., & Chisita, C. T. (2026) · Emerald Group Publishing Limited eBooks · doi:10.1108/978-1-80686-513-020261012
Fan, S., & Hu, Z. (2026) · The Journal of Academic Librarianship · doi:10.1016/j.acalib.2026.103288
Inwood, O., Datt, A., Cutajar, A., Carroll, K., & Parker, L. (2026) · Journal of Library Administration · doi:10.1080/01930826.2026.2682751
Poulsen, A., Hickie, I. B., Gorban, C., de Haan, Z., Small, D. R., Hutcheon, A., Capon, W., Iorfino, F., & LaMonica, H. M. (2026) · doi:10.2196/preprints.105593
Ahmad, N., Nasir, A., Khan, H., Perveen, L., Hayat, M., & Sultan, N. (2026) · International Joint Conference on Computer Science and Software Engineering · doi:10.1109/jcsse68839.2026.11596924
From card catalogs to chatbots: envisioning academic library services in the era of AI and LLMs
Cai, C. Y. L. (2026) · Journal of Documentation · doi:10.1108/jd-03-2026-0132
Semantic demand analysis for academic library acquisition decisions
Li, R., & Chen, Q. (2026) · IFLA Journal · doi:10.1177/03400352261491371
- Authors
- Khan, R., Gupta, N., Sinhababu, A., & Chakravarty, R.
- Affiliations
- Prince Mohammad bin Fahd University (SA)
- Government College of Education Sector-20, Chandigarh, India
- Amity University Punjab, Mohali, India
- Panjab University (IN)
- Corresponding author
- Gupta, Nidhi
- Venue
- Science & Technology Libraries
- Publisher
- Informa UK Limited
- Published
- 2023-09-11
- Volume
- 43
- Issue
- 4
- Pages
- 319-333
- ISSN
- 0194-262X (ISSN-L)
- 1541-1109
- OpenAlex
- W4386601209
- Cited by
- 65
- References
- 6
- Citations by year
- 2026: 13 · 2025: 34 · 2024: 17 · 2023: 1
- FWCI
- 15.26
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Science & Technology Libraries (publishedVersion)
- Topics
- Physical Sciences › Computer Science › Information Systems › Library Science and Information
- Physical Sciences › Computer Science › Information Systems › Web and Library Services
- Social Sciences › Library and Information Sciences › Library Science and Information Literacy
- Keywords
- generative AI, academic libraries, library services, large language models, ChatGPT, perplexity, conversational AI, reference services, library cataloging, natural language processing
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review