{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,5]],"date-time":"2026-01-05T07:50:14Z","timestamp":1767599414940,"version":"3.48.0"},"reference-count":61,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2026,1,5]],"date-time":"2026-01-05T00:00:00Z","timestamp":1767571200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Artif. Intell."],"abstract":"<jats:sec>\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>The rapid evolution of interactive AI has reshaped human-computer interaction, with ChatGPT emerging as a key tool for chatbot development. Industries such as healthcare, customer service, and education increasingly integrate chatbots, highlighting the need for a structured development framework.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Purpose<\/jats:title>\n                    <jats:p>This study proposes a framework for designing intelligent chatbots using ChatGPT, focusing on user experience, hybrid design models, prompt engineering, and system limitations. The framework aims to bridge the gap between technical innovation and real-world application.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>A systematic literature review (SLR) was conducted, analyzing 40 relevant studies. The research was structured around three key questions: (1) How do user experience and engagement influence chatbot performance? (2) How do hybrid design models improve chatbot performance? (3) What are the limitations of using ChatGPT, and how does prompt engineering affect responses?<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>The findings emphasize that well-designed user interactions enhance engagement and trust. Hybrid models integrating rule-based and machine learning techniques improve chatbot functionality. However, challenges such as response inconsistencies, ethical concerns, and prompt sensitivity require careful consideration. A framework for design, development, and implementation of effective Chatbots with ChatGPT has been proposed in this study.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>This study provides a structured framework for chatbot development with ChatGPT, offering insights into optimizing user experience, leveraging hybrid design, and mitigating limitations. The proposed framework serves as a practical guide for researchers, developers, and businesses aiming to create intelligent, user-centric chatbot solutions.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.3389\/frai.2025.1618791","type":"journal-article","created":{"date-parts":[[2026,1,5]],"date-time":"2026-01-05T07:45:13Z","timestamp":1767599113000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Designing intelligent chatbots with ChatGPT: a framework for development and implementation"],"prefix":"10.3389","volume":"8","author":[{"given":"Sajjad","family":"Hyder","sequence":"first","affiliation":[]},{"given":"Javeed","family":"Kittur","sequence":"additional","affiliation":[]}],"member":"1965","published-online":{"date-parts":[[2026,1,5]]},"reference":[{"key":"ref9001","article-title":"Building enterprise customer service chatbots with ChatGPT: A complete guide. kommunicate","author":"Adarsh","year":"2025"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1145\/3594806.3596572","article-title":"Towards designing a ChatGPT conversational companion for elderly people","author":"Alessa","year":"2023","journal-title":"ACM Digital Library"},{"key":"ref2","doi-asserted-by":"crossref","DOI":"10.1109\/EDUCON60312.2024.10578884","article-title":"ChatGPT in the classroom: a shift in engineering design education","volume-title":"Proceedings of the IEEE Global Engineering Education Conference (EDUCON)","author":"Ambikairajah","year":"2024"},{"key":"ref3","article-title":"The ultimate guide to fine-tuning LLMs from basics to breakthroughs","author":"Balavadhani","year":"2024"},{"key":"ref4","article-title":"Exploring the impact of ChatGPT: conversational AI in education","volume-title":"Frontiers.","author":"Bettayeb","year":"2024"},{"key":"ref9002","doi-asserted-by":"publisher","first-page":"45","DOI":"10.1002\/jee.20038","article-title":"Systematic literature reviews in engineering education and other developing interdisciplinary fields","volume":"103","author":"Borrego","year":"2014","journal-title":"J. Eng. Educ."},{"key":"ref5","doi-asserted-by":"publisher","first-page":"100632","DOI":"10.1016\/j.cosrev.2024.100632","article-title":"A contemporary review on chatbots, AI-powered virtual conversational agents, ChatGPT: applications, open challenges and future research directions","volume":"52","author":"Casheekar","year":"2024","journal-title":"Comput Sci Rev"},{"key":"ref6","first-page":"3","article-title":"Perceptions of the design and use chatbots for educational purposes: a dialogue partner","volume":"20","author":"Cerny","year":"2023","journal-title":"J. Educ. Online"},{"key":"ref7","doi-asserted-by":"publisher","first-page":"307","DOI":"10.1002\/jaal.1310","article-title":"ChatGPT in education: transforming digital literacy practices","volume":"67","author":"Ciampa","year":"2024","journal-title":"J. Adolesc. Adult Liter."},{"key":"ref9003","volume-title":"Track the evidence: a review methodology for tracking outcomes of public health interventions","author":"Clapton","year":"2009"},{"key":"ref8","volume-title":"Integrating ChatGPT into the UX design process","author":"Ekvall","year":"2023"},{"key":"ref9","doi-asserted-by":"crossref","DOI":"10.1007\/s00779-024-01824-6","volume-title":"A novel solution for the development of a sentimental analysis chatbot integrating ChatGPT","author":"Florindi","year":"2024"},{"key":"ref10","volume-title":"ChatGPT and Rasa","author":"Gallo","year":"2023"},{"key":"ref11","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1016\/j.iotcps.2024.102566","article-title":"Transformative effects of ChatGPT on modern education: emerging era of AI chatbots","volume":"4","author":"Gill","year":"2024","journal-title":"Internet Things Cyber Phys. Syst."},{"key":"ref12","doi-asserted-by":"publisher","first-page":"100170","DOI":"10.1016\/j.caeai.2023.100170","article-title":"Exploring the potential of AI-chatbots in organic chemistry: an assessment of ChatGPT and bard","volume":"5","author":"Hallal","year":"2023","journal-title":"Comput. Educ. Artif. Intell."},{"key":"ref13","doi-asserted-by":"publisher","first-page":"e530","DOI":"10.1002\/itl2.530","article-title":"Everything you wanted to know about ChatGPT: components, capabilities, applications, and opportunities","volume":"7","author":"Heidari","year":"2024","journal-title":"Internet Technol. Lett."},{"key":"ref14","volume-title":"Chatbot: design, architecture, and applications","author":"Huang","year":"2021"},{"key":"ref15","volume-title":"Support chatbot based on ChatGPT for customer relationship management in educational institutions","author":"Islam","year":"2024"},{"key":"ref9004","article-title":"The effects of traditional medicine on chronic pain: a systematic review","author":"James","year":"2016","journal-title":"BMC Complementary and Alternative Medicine"},{"key":"ref16","doi-asserted-by":"publisher","first-page":"104898","DOI":"10.1016\/j.compedu.2023.104898","article-title":"Beyond ChatGPT: a conceptual framework and systematic review of speech-recognition chatbots for language learning","volume":"206","author":"Jeon","year":"2023","journal-title":"Comput. Educ."},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/ICCI61671.2024.10485073","article-title":"Automating information retrieval from faculty guidelines: designing a PDF-driven chatbot powered by OpenAI ChatGPT","author":"Khadija","year":"2023","journal-title":"IEEE Xplore"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.3352\/jeehp.2023.20.38","article-title":"Application of artificial intelligence chatbots, including ChatGPT, in education, scholarly work, programming, and content generation and its prospects: a narrative review","volume":"20","author":"Kim","year":"2023","journal-title":"J. Educ. Eva. Health Prof."},{"key":"ref19","doi-asserted-by":"publisher","first-page":"651","DOI":"10.1080\/10447318.2024.2311971","article-title":"Enhancing user experience with a generative AI chatbot","volume":"41","author":"Kim","year":"2024","journal-title":"Int. J. Hum.-Comput. Interact."},{"key":"ref20","doi-asserted-by":"publisher","first-page":"43","DOI":"10.1080\/00368555.2024.2308319","article-title":"Generating opportunities: strategies to elevate science and engineering practices using ChatGPT","volume":"91","author":"Kipp","year":"2024","journal-title":"Sci. Teach."},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.2306.10645","article-title":"Developing effective educational Chatbots with ChatGPT prompts: insights from preliminary tests in a case study on social media literacy (with appendix)","author":"Koyuturk","year":"2023","journal-title":"arXiv"},{"key":"ref22","doi-asserted-by":"publisher","first-page":"2","DOI":"10.1016\/j.cmpb.2024.108302","article-title":"Development of AI-generated medical responses using the ChatGPT for cancer patients","volume":"254","author":"Lee","year":"2024","journal-title":"Comput. Methods Prog. Biomed."},{"key":"ref23","doi-asserted-by":"publisher","first-page":"4459","DOI":"10.1097\/JS9.0000000000001354","article-title":"ChatGPT promotes healthcare: current applications and potential challenges \u2013 correspondence","volume":"110","author":"Li","year":"2024","journal-title":"Int. J. Surg."},{"key":"ref24","doi-asserted-by":"publisher","first-page":"64","DOI":"10.37074\/jalt.2023.6.1.32","article-title":"The use of ChatGPT in the digital era: perspectives on chatbot implementation","volume":"6","author":"Limna","year":"2023","journal-title":"J. Appl. Learn. Teach."},{"key":"ref25","doi-asserted-by":"crossref","DOI":"10.5220\/0012829800004547","volume-title":"Comparative analysis of encoder-only, decoder-only, and encoder-decoder language models","author":"Liu","year":"2024"},{"key":"ref26","volume-title":"Automated response matching and fluency metrics for chatbot evaluation","author":"Logeswaran","year":"2018"},{"key":"ref27","doi-asserted-by":"publisher","first-page":"11","DOI":"10.3390\/publications12020011","article-title":"Application of ChatGPT in information literacy instructional design","volume":"12","author":"Maduni\u0107","year":"2024","journal-title":"Publica"},{"key":"ref28","volume-title":"Designing a chatbot to support problem-solving in a programming course","author":"Martinez-Araneda","year":"2023"},{"key":"ref29","volume-title":"Artificial intelligence in the fight against bullying: integration of ChatGPT in an emotional support chatbot","author":"Mendoza-Pinto","year":"2023"},{"key":"ref30","volume-title":"Evaluation methodologies for chatbot performance: a survey on chatbots and large language models","author":"Motger","year":"2022"},{"key":"ref31","doi-asserted-by":"publisher","first-page":"7450","DOI":"10.1080\/10494820.2024.2322462","article-title":"Designing a course for pre-service science teachers using ChatGPT: what ChatGPT brings to the table","volume":"32","author":"Okulu","year":"2024","journal-title":"Interact. Learn. Environ."},{"key":"ref32","doi-asserted-by":"publisher","first-page":"277","DOI":"10.1002\/tesq.3253","article-title":"Using generative artificial intelligence for language education research: insights from using OpenAI's ChatGPT","volume":"58","author":"Pack","year":"2023","journal-title":"TESOL Q."},{"key":"ref33","doi-asserted-by":"publisher","first-page":"16","DOI":"10.1136\/bmj.n160","article-title":"PRISMA 2020 explanation and elaboration: updated guidance and exemplars for reporting systematic reviews","volume":"372","author":"Page","year":"2021","journal-title":"BMJ"},{"key":"ref9006","first-page":"309","article-title":"Transformative trends in generative AI: harnessing large language models for natural language understanding and generation","volume":"12","author":"Patil","year":"2023","journal-title":"Int. J. Intell. Syst. Appl. Eng."},{"key":"ref34","article-title":"Red teaming for robustness in chatbot security","volume-title":"ScienceDirect.","author":"Perez","year":"2022"},{"key":"ref35","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1145\/3616961.3616974","article-title":"\u201cCall me Kiran\u201d \u2013 ChatGPT as a tutoring chatbot in a computer science course","volume-title":"Proceedings of the 26th International Academic Mindtrek Conference (Mindtrek '23)","author":"Rajala","year":"2023"},{"key":"ref36","doi-asserted-by":"publisher","first-page":"7843","DOI":"10.1007\/s12144-023-04989-0","article-title":"Chatting with ChatGPT: decoding the mind of chatbot users and unveiling the intricate connections between user perception, trust, and stereotype perception on self-esteem and psychological well-being","volume":"43","author":"Salah","year":"2024","journal-title":"Curr. Psychol."},{"key":"ref37","doi-asserted-by":"publisher","first-page":"492","DOI":"10.1016\/j.clindermatol.2024.07.006","article-title":"Revolutionizing teledermatology: exploring the integration of artificial intelligence, including generative pre-trained transformer chatbots for AI-driven anamnesis, diagnosis, and treatment plans","volume":"42","author":"Shapiro","year":"2024","journal-title":"Clin. Dermatol."},{"key":"ref38","first-page":"126","article-title":"Advanced AI algorithms for automating data preprocessing in healthcare: optimizing data quality and reducing processing time","volume":"3","author":"Sivathapandi","year":"2022","journal-title":"J. Sci. Technol."},{"key":"ref39","doi-asserted-by":"publisher","first-page":"3701","DOI":"10.1097\/JS9.0000000000001312","article-title":"ChatGPT in medicine: prospects and challenges: a review article","volume":"110","author":"Tan","year":"2024","journal-title":"Int. J. Surg."},{"key":"ref40","doi-asserted-by":"publisher","first-page":"100513","DOI":"10.1016\/j.mlwa.2024.100513","article-title":"Considerations for adapting higher education technology courses for AI large language models: a critical review of the impact of ChatGPT","volume":"15","author":"Tayan","year":"2024","journal-title":"Mach. Learn. Appl."},{"key":"ref41","doi-asserted-by":"crossref","DOI":"10.1109\/SoutheastCon52093.2024.10500264","article-title":"ChatGPT based ChatBot Application","volume-title":"IEEE Xplore","author":"Thapa","year":"2024"},{"key":"ref42","doi-asserted-by":"publisher","first-page":"33","DOI":"10.52876\/jcs.1227392","article-title":"Framework for a foreign language teaching software for children utilizing AR, voicebots and ChatGPT (large language models)","volume":"7","author":"Topsakal","year":"2022","journal-title":"J. Comput. Sci."},{"key":"ref43","doi-asserted-by":"publisher","first-page":"108404","DOI":"10.1016\/j.chb.2024.108404","article-title":"Evaluating the interactions of medical doctors with chatbots based on large language models: insights from a nationwide study in the Greek healthcare sector using ChatGPT","volume":"161","author":"Triantafyllopoulos","year":"2024","journal-title":"Comput. Hum. Behav."},{"key":"ref44","doi-asserted-by":"crossref","DOI":"10.1109\/EDUCON60312.2024.10578705","article-title":"Leveraging prompt engineering on ChatGPT for enhanced learning in CEC330: digital system design in aerospace","volume-title":"Proceedings of the IEEE Global Engineering Education Conference (EDUCON)","author":"Tripaldelli","year":"2024"},{"key":"ref45","doi-asserted-by":"publisher","first-page":"3036","DOI":"10.3390\/app14073036","article-title":"A generative artificial intelligence using multilingual large language models for ChatGPT applications","volume":"14","author":"Tuan","year":"2024","journal-title":"Appl. Sci."},{"key":"ref9007","doi-asserted-by":"crossref","first-page":"e2222","DOI":"10.7717\/peerj-cs.2222","article-title":"Natural language processing with transformers: a review","volume":"2024","author":"Tucudean","year":"2024","journal-title":"PeerJ Computer Science."},{"key":"ref46","article-title":"Designing an AI chatbot to improve patient experience in the hospital: a human-centered design case study of a collaboration between a hospital, a university, and ChatGPT","volume-title":"ACM Digitial Library","author":"Wang","year":"2024"},{"key":"ref47","article-title":"A review on the advancements in transformer-based chatbot technologies and their outlooks","author":"Wang","year":"2024","journal-title":"Int. J. Pharm. Res. Manag. Sci."},{"key":"ref48","doi-asserted-by":"publisher","first-page":"102566","DOI":"10.1016\/j.techsoc.2024.102566","article-title":"Societal impacts of chatbot and mitigation strategies for negative impacts: a large-scale qualitative survey of ChatGPT users","volume":"77","author":"Wei","year":"2024","journal-title":"Technol. Soc."},{"key":"ref49","doi-asserted-by":"publisher","first-page":"699","DOI":"10.1177\/20965311231210006","article-title":"Assessing ChatGPT's educational capabilities and application potential","volume":"7","author":"Yang","year":"2024","journal-title":"ECNU Rev. Educ."},{"key":"ref50","article-title":"ShortCircuit: an open-source ChatGPT-driven digital integrated circuit front-end design automation tool","volume-title":"Proceedings of the 30th IEEE International Conference on Electronics, Circuits, and Systems (ICECS)","author":"Yan\u0131k","year":"2023"},{"key":"ref51","article-title":"Generative pre-trained transformer: a comprehensive review on enabling technologies, potential applications, emerging challenges, and future directions","volume-title":"arXiv","author":"Yenduri","year":"2023"},{"key":"ref52","doi-asserted-by":"publisher","first-page":"65","DOI":"10.14569\/IJACSA.2023.0140607","article-title":"Investigating OpenAI's ChatGPT potentials in generating chatbot's dialogue for English as a foreign language learning","volume":"14","author":"Young","year":"2023","journal-title":"Int. J. Adv. Comput. Sci. Appl."},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1145\/3563657.3596138","article-title":"Herding AI cats: Lessons from designing a chatbot by prompting GPT-3","author":"Zamfirescu-Pereira","year":"2023","journal-title":"ACM Digital Library"},{"key":"ref54","doi-asserted-by":"crossref","DOI":"10.1109\/ICSECE58870.2023.10263570","article-title":"Application research of teaching robot based on ChatGPT","volume-title":"Proceedings of the 2023 IEEE International Conference on Sensors, Electronics and Systems","author":"Zhou","year":"2023"},{"key":"ref55","volume-title":"Supervised fine-tuning and reinforcement learning from human feedback for chatbots","author":"Zhou","year":"2023"}],"container-title":["Frontiers in Artificial Intelligence"],"original-title":[],"link":[{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/frai.2025.1618791\/full","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,5]],"date-time":"2026-01-05T07:45:19Z","timestamp":1767599119000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/frai.2025.1618791\/full"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,1,5]]},"references-count":61,"alternative-id":["10.3389\/frai.2025.1618791"],"URL":"https:\/\/doi.org\/10.3389\/frai.2025.1618791","relation":{},"ISSN":["2624-8212"],"issn-type":[{"value":"2624-8212","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,1,5]]},"article-number":"1618791"}}