Design Principles for Generative AI Applications

被引:8
|
作者
Weisz, Justin D. [1 ]
He, Jessica [2 ]
Muller, Michael [3 ]
Hoefer, Gabriela [4 ]
Miles, Rachel [5 ]
Geyer, Werner [3 ]
机构
[1] IBM Res AI, Yorktown Hts, NY 10598 USA
[2] IBM Res AI, Seattle, WA USA
[3] IBM Res AI, Cambridge, MA USA
[4] IBM Corp, New York, NY USA
[5] IBM Corp, San Jose, CA USA
关键词
Generative AI; design principles; human-centered AI; foundation models; GUIDELINES; USABILITY; HEALTH;
D O I
10.1145/3613904.3642466
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Generative AI applications present unique design challenges. As generative AI technologies are increasingly being incorporated into mainstream applications, there is an urgent need for guidance on how to design user experiences that foster effective and safe use. We present six principles for the design of generative AI applications that address unique characteristics of generative AI UX and offer new interpretations and extensions of known issues in the design of AI applications. Each principle is coupled with a set of design strategies for implementing that principle via UX capabilities or through the design process. The principles and strategies were developed through an iterative process involving literature review, feedback from design practitioners, validation against real-world generative AI applications, and incorporation into the design process of two generative AI applications. We anticipate the principles to usefully inform the design of generative AI applications by driving actionable design recommendations.
引用
收藏
页数:22
相关论文
共 50 条
  • [41] Applications of generative AI in peer review process: friend or foe?
    Wu, Haiyang
    Sun, Zaijie
    Guo, Qiang
    Li, Cheng
    INTERNATIONAL JOURNAL OF SURGERY, 2024, 110 (09) : 5921 - 5922
  • [42] Empowering IoT with Generative AI: Applications, Case Studies, and Limitations
    Sai S.
    Kanadia M.
    Chamola V.
    IEEE Internet of Things Magazine, 2024, 7 (03): : 38 - 43
  • [43] Applications of Generative AI (GAI) for Mobile and Wireless Networking: A Survey
    Vu, Thai-Hoc
    Kumar Jagatheesaperumal, Senthil
    Nguyen, Minh-Duong
    Van Huynh, Nguyen
    Kim, Sunghwan
    Pham, Quoc-Viet
    IEEE INTERNET OF THINGS JOURNAL, 2025, 12 (02): : 1266 - 1290
  • [44] Applications of generative design in structural engineering
    Diaz, G.
    Herrera, R. F.
    Munoz-La Rivera, F. C.
    Atencio, E.
    REVISTA INGENIERIA DE CONSTRUCCION, 2021, 36 (01): : 29 - 46
  • [45] Generative AI
    Euchner, Jim
    RESEARCH-TECHNOLOGY MANAGEMENT, 2023, 66 (03) : 71 - 74
  • [46] Generative AI for Software Security Analysis: Fundamentals, Applications, and Challenges
    Ding, Ao
    Li, Gaolei
    Yi, Xiaoyu
    Lin, Xi
    Li, Jianhua
    Zhang, Chaofeng
    IEEE SOFTWARE, 2024, 41 (06) : 46 - 54
  • [47] Generative AI in Critical Care Nephrology: Applications and Future Prospects
    Cheungpasitporn, Wisit
    Thongprayoon, Charat
    Ronco, Claudio
    Kashani, Kianoush B.
    BLOOD PURIFICATION, 2024, 53 (11-12) : 871 - 883
  • [48] Generative AI
    Feuerriegel, Stefan
    Hartmann, Jochen
    Janiesch, Christian
    Zschech, Patrick
    BUSINESS & INFORMATION SYSTEMS ENGINEERING, 2024, 66 (01) : 111 - 126
  • [49] A comprehensive overview of Generative AI (GAI): Technologies, applications, and challenges
    Zhang, Zhijun
    Zhang, Jian
    Zhang, Xiaodong
    Mai, Weijian
    NEUROCOMPUTING, 2025, 632
  • [50] Legal Aspects for Software Developers Interested in Generative AI Applications
    Herbold, Steffen
    Valerius, Brian
    Mojica-Hanke, Anamaria
    Lex, Isabella
    Mittel, Joel
    IEEE SOFTWARE, 2025, 42 (02) : 68 - 75