RoboBoom
Toyota Research Institute· September 16, 2025· 2:39

TRI ChargeMinder App

A Toyota Research Institute presenter introduces ChargeMinder, a research app that encourages lower-carbon EV charging through behavior-change tools.

In this talk

  1. 0:00

    Encouraging greener charging

    The project applies research-based behavior change methods to EV charging as part of Toyota’s carbon reduction work. ChargeMinder detects charging opportunities and learns users’ patterns to tailor its prompts and app features.

  2. 0:30

    Prompts and progress tracking

    The app sends reminders tied to user-selected places and times, and celebrates positive charging choices. It also shows daily streaks and graphs so users can review their habits, alongside short facts and quizzes about charging impacts.

  3. 1:22

    Research infrastructure

    ChargeMinder supports a comparison group and uses a mobile app connected to cloud services. Its server stores app interactions, collects US vehicle telematics, and provides live dashboards for tracking field activity and data quality.

  4. 2:02

    Evaluation and future extensions

    The prototype has been used to assess carbon-reduction interventions with EV users in the United States and Japan. Its modular design could support additional user groups, behaviors, data sources, and more tailored experiences.

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