I designed and developed the majority of this website,

translating the service concept into an interactive storytelling experience.

I designed and developed the majority of this website,

translating the service concept into an interactive storytelling experience.

Autonomous Mobility

as a Social Service


Service Design Project

Autonomous Mobility

as a Social Service


Service Design Project

Autonomous Mobility

as a Social Service


Service Design Project

Mixed-method research with 107+ participants &

3 co-design workshops, shaping a service design concept now informing Toyota's pilot testing.

Mixed-method research with 107+ participants &

3 co-design workshops, shaping a service design concept now informing Toyota's pilot testing.

Overview

Overview

In partnership with the Toyota Mobility Foundation and Southeast Community Services (SECS), I led research and concept development with a design team, conducting mixed-method research with 107+ participants (AI-assisted rapid interviews, dot survey, focus groups) across 3 local food pantries to understand barriers to service engagement and document lived conditions.


Analysis revealed that structural barriers function as universal barrier multipliers. We then engaged system-level stakeholders in 3 co-design workshops using five research-grounded personas as design artifacts. By starting with neighbors’ lived experiences, we can imagine autonomous mobility as more than transportation. It can become social infrastructure: a way to reduce barriers, and connect people to the resources they already deserve.


✱ Supported by Public Interest Technology University Network (PIT-UN)

In partnership with the Toyota Mobility Foundation and Southeast Community Services (SECS), I led research and concept development with a design team, conducting mixed-method research with 107+ participants (AI-assisted rapid interviews, dot survey, focus groups) across 3 local food pantries to understand barriers to service engagement and document lived conditions.


Analysis revealed that structural barriers function as universal barrier multipliers. We then engaged system-level stakeholders in 3 co-design workshops using five research-grounded personas as design artifacts. By starting with neighbors’ lived experiences, we can imagine autonomous mobility as more than transportation. It can become social infrastructure: a way to reduce barriers, and connect people to the resources they already deserve.


✱ Supported by Public Interest Technology University Network (PIT-UN)

Community-rooted Research


Community-rooted Research


Community-rooted Research


Synthesis with

system-level stakeholders

Synthesis with

system-level stakeholders

Synthesis with

system-level stakeholders

Service Design Concept


Service Design Framework

Service Design Concept


Role

Role

Researcher &

Product Builder/ Designer


Worked with:

4 Designers & Researchers

Researcher &

Product Builder/ Designer


Worked with:

4 Designers & Researchers

Timeline

Timeline

Sep 2025 - Present

Sep 2025 - Present

Tasks

Tasks

User Research

Workshops

UX Design

Prototyping

Motion Design

Presenting

User Research

Workshops

UX Design

Prototyping

Motion Design

Presenting

Tools

Tools

Figma
Dedoose

Genway AI

Claude Code

Flora.ai

Figma
Dedoose

Genway AI

Claude Code

Flora.ai

Meeting Neighbors Where They Are


Guided by our environment analysis, we deployed 3 complementary methods designed to fit the specific time windows and emotional states of neighbors in each zone.

Meeting Neighbors

Where They Are


Guided by our environment analysis, we deployed 3 complementary methods designed to fit the specific time windows and emotional states of neighbors in each zone.

Mixed-Method Research


AI-Moderated Interviews (N=27)

Interactive Sticker Walls (N=70)

"Insight Box" Focus Groups (N=10)


Mixed-Method Research


AI-Moderated Interviews (N=27)

Interactive Sticker Walls (N=70)

"Insight Box" Focus Groups (N=10)


107 +

Participants

107 +

Participants

01 The Drive-Through Zone: AI-Moderated Interviews

Targeted 10-minute wait in the car line.


Leveraged Genway AI (voice-based, multi-language) to lower literacy barriers and reduce social pressure. This private environment allowed neighbors to share sensitive struggles they might withhold in face-to-face surveys.

02. The Walk-In Zone: Interactive Sticker Walls

Targeted 5~10minutes standing wait in the outdoor queue.


Installed large-format visual boards for low-barrier participation. This allowed neighbors to map collective patterns publicly, visualizing the community's aggregate voice in real-time without slowing down the line.

03. The Deep Dive: "Insight Box" Focus Groups

Targeted neighbors willing to engage in deeper, 90-minute sessions.


Build a "Insight Box" kit where participants arranged physical objects to build their "Ideal Meal". This tangible metaphor helped ground abstract systemic barriers in emotional reality.

Neighbor Personas Synthesis

Neighbor Personas Synthesis

Key Findings

Key Findings

Mobility as a Barrier Multiplier


Mobility as a Barrier Multiplier

Mobility as a Barrier Multiplier


When mobility fails, access to resources and employment collapses simultaneously.



When mobility fails, access to resources and employment collapses simultaneously.

Time Poverty Blocks Service Access


Time Poverty Blocks Service Access

Time Poverty Blocks Service Access

Pantries offer essential services. Neighbors are interested. But the time simply isn't there.

Pantries offer essential services. Neighbors are interested. But the time simply isn't there.


Mutual Care Networks Already Exist

Mutual Care Networks Already Exist

These networks are doing the work institutions aren't. They need strengthening, not replacing.

These networks are doing the work institutions aren't. They need strengthening, not replacing.


Design and Iteration:

Worked with 22 Stakeholders in 3 workshops


Researching pantry visitors helped us understand the user perspective, but we also needed to understand real-world implementation

Design and Iteration:

Worked with 22 Stakeholders in 3 workshops


Researching pantry visitors helped us understand the user perspective, but we also needed to understand real-world implementation

Participatory Design

Participatory Design

Co-design: From Personas to Service Directions

Co-design: From Personas to Service Directions

Map Current System

Map Current System

Identify System Challenges

Identify System Challenges

Solve for Personas

Solve for Personas

Build & Evaluate AV concept

Build & Evaluate AV concept

I facilitated 3 co-design workshops to identify AV service design concept and producing a interactive website to visualize the full "Mobility as a Service" artifacts for stakeholders buy In and AV awareness material.

I facilitated 3 co-design workshops to identify AV service design concept and producing a interactive website to visualize the full "Mobility as a Service" artifacts for stakeholders buy In and AV awareness material.

Design Principles for AV-as-a-Social-Service

Design Principles for AV-as-a-Social-Service

  1. Coordination, not just transportation


The value of the AV is not the ride itself, but what the ride enables.
Multi-stop routing, transit coordination, and wraparound access reduce the burden of daily planning.

  1. Coordination, not just transportation


The value of the AV is not the ride itself, but what the ride enables.
Multi-stop routing, transit coordination, and wraparound access reduce the burden of daily planning.

  1. Reach people the current system misses


Many neighbors still cannot reliably access pantry services due to mobility, transportation, or caregiving challenges.

  1. Reach people the current system misses


Many neighbors still cannot reliably access pantry services due to mobility, transportation, or caregiving challenges.

  1. Automate logistics, protect human connection


Social Services are built on trust and relationships. Automation should reduce operational burden while preserving the human support that makes the system meaningful.

  1. Automate logistics, protect human connection


Social Services are built on trust and relationships. Automation should reduce operational burden while preserving the human support that makes the system meaningful.

  1. Flexible and adaptive service model


The service should support multiple modes and adapt to each person’s situation, rather than rely on a fixed transit model.

  1. Flexible and adaptive service model


The service should support multiple modes and adapt to each person’s situation, rather than rely on a fixed transit model.

  1. Build trust through real-world demonstration


Stakeholders emphasized that adoption requires visible, gradual implementation. Trust grows through pilots, transparency, and consistent community experience.

  1. Build trust through real-world demonstration


Stakeholders emphasized that adoption requires visible, gradual implementation. Trust grows through pilots, transparency, and consistent community experience.

  1. Create a sustainable service model


The system should balance operational efficiency with human impact. Trip data, access metrics, and service outcomes help improve operations while supporting long-term funding and scalability.

  1. Create a sustainable service model


The system should balance operational efficiency with human impact. Trip data, access metrics, and service outcomes help improve operations while supporting long-term funding and scalability.

Introducing our Solution

On-Demand AV as a Social Service

for A Profile of the Population - Maya

Introducing our Solution

On-Demand AV as a Social Service

for A Profile of the Population - Maya

This is a stakeholder-facing interactive web experience that follows Maya through a single day in which the community mobility service operates as designed. It is the primary communication artifact for this project.

This is a stakeholder-facing interactive web experience that follows Maya through a single day in which the community mobility service operates as designed. It is the primary communication artifact for this project.

This is a stakeholder-facing interactive web experience that follows Maya through a single day in which the community mobility service operates as designed. It is the primary communication artifact for this project.

Service Design

Service Design

On-Demand AV as a Social Service

On-Demand AV as a Social Service

Neighbors enroll through the pantry. On enrollment, each neighbor receives a monthly mobility allocation through a points-based access system that functions similarly to how SNAP provides a monthly allocation for food purchases.


Neighbors can configure essential stops within social services maintained by the network operator and the pantry hubs, and those stops draw points at a higher rate. The allocation system directs the service toward its own purpose: neighbors who use the vehicle to access coaching or counseling receive more mobility in return.

Neighbors enroll through the pantry. On enrollment, each neighbor receives a monthly mobility allocation through a points-based access system that functions similarly to how SNAP provides a monthly allocation for food purchases.


Neighbors can configure essential stops within social services maintained by the network operator and the pantry hubs, and those stops draw points at a higher rate. The allocation system directs the service toward its own purpose: neighbors who use the vehicle to access coaching or counseling receive more mobility in return.

Results

Results

4/5 concept clarity score

Conversations quickly shifted from “what is this?” to “how could this work in practice?”

4/5 concept clarity score

Conversations quickly shifted from “what is this?” to “how could this work in practice?”

Pilot implementation conversations initiated

Stakeholders discussed operational feasibility, service coordination, and future deployment pathways for real-world testing.

Pilot implementation conversations initiated

Stakeholders discussed operational feasibility, service coordination, and future deployment pathways for real-world testing.

Reflection

Reflection

Good mobility design strengthens human connection

The goal was never to replace people with automation. The strongest concepts used AV technology to reduce logistical burden while preserving trust, care, and community relationships.

Systems thinking matters more than isolated features

Designing this service deign project meant thinking across stakeholders, operations, trust, funding, policy, and community realities, not just the user interface.


Speculative design still needs grounded realities

Even though the concept is future-facing, the strongest ideas came from real conversations, lived experiences, and existing community systems.



Thank you for Reading!
Thank you for Reading!

© 2026 Amy Hsieh

Built with ♥ and music

© 2026 Amy Hsieh

Built with ♥ and music

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