ARTFEED — Contemporary Art Intelligence

Expectations Management in Smart-Home AI: A Study of Design Tensions

publication · 2026-04-29

A recent study featured on arXiv (2604.23635) investigates the formation and regulation of expectations surrounding smart-home AI. The research team conducted 33 semi-structured interviews with professionals from Amazon Alexa, Microsoft Azure IoT, and Google Nest, including designers, developers, and researchers. Employing constructivist grounded theory, they introduced Expectations Management (EM), a model that illustrates how practitioners navigate and adjust expectations by balancing organizational rights with culturally specific practices. The findings highlight four persistent design tensions: automation versus autonomy and helpfulness versus interference. Unlike expectation-confirmation theory and trust-calibration, EM emphasizes moral judgment, context-specific actions, and cultural diversity.

Key facts

  • 33 semi-structured interviews conducted
  • Interviewees from Amazon Alexa, Microsoft Azure IoT, and Google Nest
  • Constructivist grounded theory approach used
  • Expectations Management (EM) model developed
  • Four design tensions identified: automation vs. autonomy, helpfulness vs. i
  • EM foregrounds moral judgment, situated action, cross-cultural variation
  • Study published on arXiv with ID 2604.23635
  • Focus on domestic voice assistants and smart-home devices

Entities

Institutions

  • Amazon Alexa
  • Microsoft Azure IoT
  • Google Nest
  • arXiv

Sources