Money works differently in communities traditionally excluded from formal banking, which makes designing products that really serve their needs a very different kind of challenge. People who live in the last mile often prefer cash because it’s physical. They can see it, touch it, and access it at any time.

While digital money offers many benefits, such as securely sending money over long distances and accessing new forms of credit, many don’t trust it because the places where they can access digital currency have often been too far away.

In 2017, over 500 million adults lived more than three miles from a financial access point in eight emerging markets studied by the Gates Foundation. This may not sound like much of a barrier, but for those living in the last mile, it means having to close their shops, lose a day of earnings, arrange family care, and pay for travel, which can be time-consuming and difficult, especially during rainy seasons. For low-income people, the inaccessibility of financial services has been a deal-breaker for adopting digital money. On the flip side, banks, telecoms, and other companies struggled to reach these customers because their products were not inclusively designed for them, and their distribution models failed to scale in rural areas.

Amid these myriad challenges, IDEO and the Gates Foundation saw an opportunity to introduce innovative ways to provide access to digital financial services even in the most remote areas of the world. And to make bold new bets: Could we design new digital experiences centered around the financial needs of people in the last mile? What would happen if we mobilized hundreds of actors to develop new ways to address financial access at the last mile? What if we took the most exciting financial innovations that worked in East Africa and piloted them in South Asia—and vice versa?

Working with more than 70 partners, including local startups, corporations, including Google, Unilever, Telenor, Standard Chartered, and BNI, as well as IDEO.org’s Women & Money program, LMM adopted a collaborative, ecosystem approach to drive and scale new digital financial products and systems.

A few of the life-changing innovations launched by LMM and its partners include:

• Finja’s intuitive small-business app that helps micro-merchants in Pakistan access flexible, interest-avoiding Islamic credit  to order products from fast-moving consumer goods companies like Unilever. Finja now serves 45,000 merchants and reaches 10.2 million customers.
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• Accessing government benefits can be a challenge, especially when it’s through a mobile phone, so IDEO helped Indian startup Haqdarshak develop a robust digital experience for its 52,000 community agents to facilitate access for low-income people. The agent network—70 percent of whom are women—now serves more than 7.6 million families and has unlocked $2.2 billion in social benefits for those who need it most.
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• Making micro-credit nearly instantaneous was a solution that startup Kuunda offered to financial agents in Tanzania. IDEO helped adapt the product to deliver working capital for merchants in Pakistan. Today, Kuunda continues to grow across markets in Africa, totaling 6.1 million active users and distributing $1.1 billion in loans globally.   

While the LMM program officially concluded in 2024, lessons, tools, and case studies from the program are accessible on IDEO’s Financial Futures website. Those looking to catalyze equity and inclusion in digital financial services for the last mile can consult LMM’s Financial Confidence Playbook, the open-source Digital Confidence Toolkit (created in collaboration with Google), or the Gender Evaluation Framework, among other helpful resources.

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Over 1.3 billion people worldwide in poor and rural areas are excluded from formal financial services, including savings accounts, credit lines, and insurance, making it harder for them to move out of poverty.

34M

underserved users reached by 100+ new financial products, pilots, and prototypes

70+ LMM partners

including Google, Unilever, Grab, Standard Chartered, Cargill, Airtel, Celo Foundation, and BNI

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Multinational CPGs excel at creating popular, mass-market products for large countries. When they enter smaller countries like Peru, they often parachute their brands onto store shelves and skip consumer product testing altogether, largely relying on brand recognition to drive sales. This oversight presented Alicorp and IDEO with an opportunity: flip the script and invite young Peruvian women to work together with them to create a new hair care brand from scratch. Over the course of a four-year transformational journey, IDEO worked closely with Alicorp, adopting a “learn by doing” approach to foster a culture of innovation, launch a new brand, and drive growth for the company through consumer-centric design.

The collaboration began with an inspirational trip 10,000 miles away to Seoul, South Korea, the epicenter of global beauty trends. To expand their thinking, the Alicorp/IDEO team received K-Pop glow-ups and explored other cutting-edge beauty experiences. They were inspired by the Korean market’s unwavering focus on meeting the particular hair care and skin needs of Korean women.

Back in Peru, the team conducted multiple rounds of in-depth interviews with young women, teenagers, beauty influencers, and experts across the country. They learned about their beauty goals, personal care routines, and “mixto” hair texture. They heard about women’s struggles with regional weather—the Andean region’s extreme dryness versus Lima’s humidity and the city’s hard water. The research revealed that Peruvian women wanted natural products that worked hard, wouldn’t harm their hair, and celebrated what made them unique. They wanted a brand that spoke to them honestly and authentically. That represented and empowered them. That didn’t overpromise, underdeliver, or hold up European and American beauty ideals that didn't resonate with Latin American women like the multinationals did.

Armed with these insights, the Alicorp/IDEO team developed tangible brand prototypes for women to respond to during successive rounds of user research, including in a beauty pop-up store in Lima. The team shared various bottle types, ingredient mixtures, and brand positioning options. Should the new brand’s personality be an outspoken feminist or a gal pal? Au naturel or sophisticated? The iterative feedback cycles informed everything from brand strategy and ingredient recommendations to product line-up, brand and product naming, launch strategy, and digital activations.

The final design, Amarás (“you will love”), is a personal care line that centers the needs and aspirations of Peruvian women. Hitting shelves in 2022, its shampoos and conditioners feature local, bio-diverse ingredients, including mangoes, macadamia nuts, and goldenberries, that help address the specific hair texture needs of women in LATAM and the climate realities of the Andean region. The brand’s launch campaign included TV and print ads featuring Peruvian models from every region as well as commissioned murals celebrating local beauty by artists across Peru. Most notably, the unapologetically authentic Peruvian hair care brand became a TikTok sensation, garnering over seven million organic views and more than 300 viral videos from enthusiastic new fans.

Three months after its launch, Amarás seized a 7.5 percent share of the personal care aisle—a remarkable goal it had set for year three.Since then, Alicorp has continued to expand its creative capabilities, designing personal care products tailored to the cultural and beauty needs of Latin American consumers.

Alicorp launched numerous successful brand extensions across its food and home care categories, but was unable to crack the $340M USD hair care product market in its home country of Peru.

7.5%

Amarás’ share of the Peruvian hair care market 3 months after launch—a goal Alicorp had set for year 3

7M+ organic views and 300+ organic fan videos

created on TikTok during Amarás’  launch campaign

Thirty years ago, China-based Jack Technology started as a home sewing machine manufacturer. A decade ago, the innovative global leader began investing in robotics and exploring AI, a decision that positioned it well to address today’s urgent need for smarter manufacturing solutions.

Believing that a new, strategically positioned sub-brand could draw in larger, more premium global manufacturing customers, Jack Technology and IDEO set out to understand their needs. IDEO began by visiting more than a dozen garment factories across China, Vietnam, and Bangladesh, conducting in-depth interviews with factory managers, industrial engineers, pattern-making leaders, and frontline workers. It soon became clear: the apparel manufacturing industry is at a critical juncture. The way apparel manufacturers navigate the promises of intelligent technology—while addressing deep-rooted structural issues like labor shortages and working conditions—will shape the industry's development for years to come.

For premium clothing brands, garment factory compliance and worker well-being are priorities when selecting production partners, so many owners proudly showcased their improvement efforts. They discussed investing in quieter machines and air conditioning, enhancing lighting, adding greenery, and implementing no-overtime policies. Amid rows of identical sewing stations, the IDEO team noticed small human gestures, such as a small vase of flowers. As one operator said, “I just want to uplift myself during work.”

The research helped IDEO identify a core opportunity for differentiation. Create human-centered products and services that further enhance working conditions in large apparel factories, strengthen their ability to attract and retain talent, and drive the industry toward a more sustainable future. Through multiple rounds of co-creation with the Jack Technology team and key apparel-sector stakeholders, a clear brand direction for Aitu began to take shape: “Smart Machines, Uplifting People.”

Guided by this human-centered ethos, IDEO helped build a comprehensive brand system for Aitu. The idea of “uplifting people” and showcasing garment workers’ professionalism and skill is expressed throughout all brand communications, the industrial design of its smart sewing machines, and the interaction and industrial design of a humanoid sewing robot.

In the eyes of factory workers, this is the new work experience Aitu brings to life. Compared with traditional bulky industrial machinery, the clean lines and soft edges of Aitu’s new AI-powered sewing machines feel more like the professional office tools found in bright, organized workplaces. Concave surfaces and soft materials diffuse glare from overhead lighting, reducing eye strain, while clear interaction logic and icon-based visuals accommodate operators with varying levels of skill and education. AI technology, seamlessly embedded in the machine’s core functions, automatically adjusts parameters for different fabrics and tasks, allowing operators to achieve high-precision results with less effort. A soft halo-like light glows whenever the AI-assisted function is active, fostering users’ trust in both the technology and the AI-powered sewing machine as a whole. When hundreds or thousands of Aitu machines are arranged together in a factory, the overall effect is a modern, professional, and high-end work environment.

Working closely with Aitu’s robotics team, IDEO’s final design challenge was to bring a human-machine collaboration to life through a full-scale AI robot, AI10. The robot has an elegant, biomimetic silhouette. Its fabric-like outer finish features design elements commonly found in garment making, such as cutting and stitching lines, giving the robot the approachable look and the feel of a skilled tailor companion who can assist with simple, repetitive tasks. When AI10 is in operation, a circular light ring gently pulses at the sides of the robot’s ears as well as on the paired sewing machine’s display screen, clearly signaling the robot’s activity to its human co-workers.

In September 2025, Jack Technology debuted its new Aitu brand, along with its first AI sewing machine and a humanoid robot prototype, at a launch event at Shanghai Tower and at the China International Sewing Machine & Accessories Show. IFA Berlin, Europe’s largest trade show for consumer electronics, honored Aitu with a Gold Award for AI Product Innovation for seamlessly integrating AI technology and industrial design. Jack Technology’s humanoid robot is expected to go into full-scale production in 2026.

Before AI, the apparel manufacturing industry had experienced little fundamental change since the invention of the lockstitch sewing machine nearly two centuries ago.

2025 Gold Award for AI Product Innovation

from IFA, the world’s largest home and consumer tech event

Alicorp has direct operations in Peru, Bolivia, Ecuador, and Chile, manages export operations in more than 30 countries, and oversees over 150 brands. While its AlaCena sauces are ubiquitous in South America, the brand’s North American market primarily consisted of purchases made via Amazon by Peruvians living abroad. To help the CPG giant expand meaningfully and sustainably onto US grocery shelves—and achieve its ambitious $50 million retail sales goal in five years—Alicorp and IDEO collaborated on multiple projects over a two-year period. The partnership began in early 2020 with consumer research and product strategy, ultimately leading to the development of initial product branding, positioning for launch, and an in-market pilot in late 2021.

‍‍Through a combination of large-scale digital surveys and in-depth, in-person and remote research interviews, IDEO discovered that AlaCena’s Tari and Uchucuta’s hot sauce recipes resonated the most with US consumers. Made from native Aji Amarillo and Rocoto chili peppers ground using a traditional Andean “batán” technique, consumers appreciated their complex flavors and enjoyed how they enhanced, not overpowered, everyday foods like burgers and fries. The sauces’ authentic Peruvian culinary roots were also a key differentiator. In addition to consumers, IDEO consulted with industry experts—including executives from large-scale grocery chains and chief merchants of leading big-box stores—to explore retail and marketing trends and identify potential innovation partners for Alicorp in the US.

Based on the research, IDEO recommended a few changes to ensure a successful launch: Lead with the Tari brand, which was the most memorable and easiest to pronounce, and position it as an “everything sauce.” Change the packaging from a large plastic pouch to a smaller squeeze bottle to better align with consumers’ expectations and stand out on the inside of refrigerator doors. Adjust the product formulation to appeal to mainstream consumers looking for cleaner labels. And visually celebrate Tari’s Peruvian roots through bright colors, traditional textiles, and a llama, an animal closely associated with the Andes Mountains. In addition to these recommendations, IDEO provided a comprehensive go-to-market retail strategy that included potential US regions for launch, retail brokers, distributors, manufacturers, and R&D and pilot retail lab partners, as well as job descriptions for a new North American-based sales team.

While Alicorp worked on reformulation and packaging strategies, IDEO refined Tari’s initial branding strategy. Steeped in Peruvian aesthetics, the brand’s new look and feel featured a vibrant color palette, geometric patterns, and—of course—a friendly llama icon, which could also be found on all in-store point-of-sale items IDEO designed for Tari's pilot launch in late 2021.

The successful 12-week in-market pilot in Tom Thumb grocery stores gave Alicorp the confidence to have its in-house design team make the brand even bolder and more eye catching, and to launch two flavors, Amarillo Pepper and Rocoto Pepper, on Amazon and in over 50 retail stores in late 2024.

Since then, the popular sauces consistently rank among the top 50 percent of the fastest-selling products on US shelves, with 80 percent of sales revenue representing new business. In 2025, Tari expanded its offerings with three additional flavors: Zesty Verde, Tropical Kick, and Smoky Heat. Today, Tari is in transit to 3,000 major grocery stores, including Wegmans, Meijer, Central Market, and The Fresh Market, as well as available for purchase on Amazon.

Alicorp had a vision to expand its beloved and delicious hot sauces to the US market, but needed help fine-tuning the brand and product for an American audience.

3,000

major US grocers, including Wegmans and Meijer, have signed on to sell Tari hot sauces

80%

of Tari’s sales revenue represents new business, a significant expansion of the overall category

Ranked in the top 50%

of the fastest-selling products on US grocery shelves

The daughter of British and Japanese mathematicians, Sputniko! has become both a fashion icon and feminist spokesperson in Japan for speculative designs like the Menstruation Machine (which imagines a future without menstruation, in which people simulate having periods as a nostalgia exercise) and The Red Silk Of Fate (in which genetically-engineered silkworms produce a thread impregnated with the love hormone oxytocin—the perfect material to weave into a seductive outfit). We wanted to know more about why she chose speculative design as a medium, so we caught up with her to ask a few questions.

COMMUNICATING IDEAS THROUGH POP VIDEOS IS A BOLD MOVE. WHAT LED YOU THERE?

I started as a pop musician. I was writing songs when I was at Imperial College in London, before going on to the Royal College of Art. So I was already making music videos. They seemed like a good way to challenge the "high art" culture. I liked pop art, like Jeff Koons, Takashi Murakami, and Andy Warhol. Plus, at the time I was graduating in 2010, YouTube was becoming more significant. So I wanted to tap into that. Nowadays, the internet is so important for this kind of work. I thought that there needed to be more new speculative design work that was intentionally aligning with internet culture and viral culture.

HOW DO THE SCIENTISTS AT MIT FEEL ABOUT HAVING THEIR WORK PORTRAYED IN THIS WAY?

I work hard to be close to the scientists, and discuss with them how to best show their work. So far their reaction has been very positive. Some of the genetic engineers I've worked with have been getting more interest from investors because of the media interest. I think that a lot of scientists secretly want to be passionate and tell stories about their work. But they can't, because they need to be very precise. With us, and these stories, they can detach from that precision in a good way.

Crowbot Jenny by Sputniko!

WHERE DO YOUR IDEAS COME FROM?

I read a lot of science news blogs—I'm an information addict. I'll go through the news about AI, genetic engineering, and so on. What designers can do is imagine a consequence of these new technologies. If any of these imagined narratives ring a bell for me, then I'll do further research, in order to make the idea more concrete.

WHAT TECHNOLOGY IS CAPTURING YOUR ATTENTION RIGHT NOW?

AI and self-driving cars. And of course genetic engineering. But right now, my hottest interest is blockchain. This new system for handling money and identity is increasingly being adopted. Many people are thinking about it in terms of security. But creatives can think of other consequent narratives that could come from Blockchain. For example, how could it change lifestyles?

YOU'VE BEEN AT THE MEDIA LAB SINCE 2013. HOW DID YOU END UP THERE?

I first came to the Media Lab as a TV reporter when I was 27. I had my own TV show in Japan about design, and I came to interview Nicholas Negroponte. I told him how interesting I found the Media Lab, and he responding by telling me that they were looking for a new assistant professor in the arts category, and that I should apply. I was like, what? Me? I don't have a PhD! But I applied, they liked my work, and they invited me to start a new group.

Red String of Fate by Sputniko!

WHAT'S THE ACADEMIC EXPERIENCE LIKE FOR YOU?

I love being in this environment. The only thing that is a challenge is that academia is very paper-based. I don't publish papers, nor do my students. We are more about exhibitions and storytelling. It's not so much in the academic format.

WHY ARE YOU CALLED SPUTNIKO!?

It was my high school nickname. I attended an American school in Japan. I was tall and pale and I liked science and space. So the other students thought I must be half-Russian rather than half-British, and they started calling me Sputnik. Japanese girls' names often end in "ko", so Sputnik became Sputniko. Then, when I started doing music gigs as a student in London, I added the exclamation mark, because I liked the German band Neu!. It was completely not serious—just a band name. I never expected to be making and showing work, let alone teaching at MIT with this name. In Japan, when I go to symposiums and conferences, government ministers call me Sputniko-san. It's so surreal. My name reminds me of my weird career path.

YOUR WORK IS VERY CROSS-CULTURAL. WAS THAT A PRODUCT OF YOUR UPBRINGING?

Partly it was having a British mother and a Japanese father. And also growing up in Tokyo, where western culture and eastern culture are present at the same time. I grew up in Shinjuku. It's where all the skyscrapers are, but also yakuza bars and the red light district. My parents are both mathematicians, so I was surrounded by math. But I also liked art and music. For example, take the way I read books. I usually read about ten books at once, on a kindle. I usually just read five pages at a time. And then I move to the next book. The way I consume information is very parallel. For me, associations and connections are the seeds of my creativity.

DO YOU OVER WORRY ABOUT BEING OVERLOADED WITH INFORMATION?

Overload is not so much a problem for me. For example, I get my eyelash extensions done every three weeks. While that happens, I have to close my eyes for an hour. Which means that I can't look at my smartphone. I used to hate doing eyelash extensions so much. But then I found an eyelash specialist who was a beauty technology expert. She's like a Google for me. When I close my eyes I always ask her, what's a new technology that you've found? That's an example of how information-addicted I am.

The designer and artist Sputniko! may sound like she's from outer space, and that's not far from the truth. An associate Professor at the MIT Media Lab, her work feels like a Large Hadron collision of design, fashion, technology, and pop music—all filtered through the multiple personas she presents on YouTube.

A few years ago, I traveled to Amsterdam in the wintertime. Amsterdam is famous for having rivers flow through its streets, but this winter, the rivers were frozen and they became new roads. Simultaneously, people took advantage of the sudden change and switched to an alternative form of transportation (ice skating!). One person’s thoughtless act can attract other people and become a sort of movement when other people start to join.

Human-centered design requires us to observe human behavior with beginner's eyes, so that we can spot the innate ways people interact with the world around them. We call these intuitive and unconscious reactions Thoughtless Acts, and IDEO designers collect photos of them to inspire their work.

Snow in NYC!

I decided to frame my questions into City Play Project—100 days to observe, create, and capture playful moments in the city. Sometimes I found playfulness in the street cats of Istanbul, or a serendipitous moment of two strangers dancing in the West Village, or even a painted mural in East London.

Once I started my 100-day project, lots of friends—even friends of friends—started making and sending me images of playful interventions from all over the world—Florence, Istanbul, Paris, London, New York, Tokyo, and San Francisco. The most wonderful part about it was seeing how each person defined playfulness. Comparing all the differences helped me find some universal truths. Here are six things I learned from the project.

1. Playing in the city makes you notice things in a completely different way

Once you start looking for playfulness, you see things differently. It’s almost like adopting a traveler’s mindset. A type of pavement or a trash can suddenly look more interesting. You realize that you can be more playful with everything—even your own shadow.

2. It’s contagious

When you play in streets, others play with you. One moment can inspire a movement—just like the sticky notes in the New York subway. Sometimes, you just need to find a way to give others permission to join you in changing the city around you.

Taking over the subway with post-it notes!

3. Playing alone is harder than playing with others

People are terrified by empty spaces, public humiliation, and interacting with strangers in the street. Being silly alone is hard, and being silly with strangers is even harder. Often, we need encouragement from friends to start playing. The person who goes first makes it easier for the rest to be more playful.

4. It brings intimacy, trust, and love

Playfulness brings people closer. If you are brave enough to play with strangers, you can build trust in an instant, unspoken way. People who have never met before can play together. It helps you see the child in others and initiate creative collisions. It creates intimacy, and all that magic leads—or might lead—to love.

Play with city signs and spread the love.

5. Playfulness builds confidence

Allowing yourself to be more playful when you are walking down the street brings more confidence. You become more comfortable with your surroundings, and in how you interact with people, even—strangers. You stop asking for permission to do things, you just do them. A playful mindset allows you to try things, step up, express your thoughts in a physical way without being shy about it.

6. A framework can help encourage it

Constraints may seem like the last thing we should think about when we play, but they can actually spark playfulness. Constraints aren’t always restrictive—especially at an urban scale. The limitations of a cul-de-sac or the weather can push people to unique ways of playing. Sometimes it’s the boundaries that makes us embrace playfulness.

Want to join me in observing playfulness in cities? I challenge you to do the same! Tag your photos with @cityplayproject.

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I’ve always been intrigued by what makes city life so charming. Having spent most of my life as an urbanite, I’ve come to realize that what captivates me most is the playfulness I see around me. Just as we can find inspiration by writing or reading about what interests us, I decided to find inspiration through observation. I wondered “How does play affect how we behave in cities? What are the social and physical effects of play in urban design? If we played more in cities, would we be happier? Fall in love more often?”

Spirit is a simulated AI, a provocation created by IDEO’s London Studio in response to a commission from the Design Museum. It asked designers and their teams—including Yves Behar of fuseproject and furniture designer Konstantin Grcic—to contribute to a project on the future of aging as a sequel to an exhibit of the same topic that they hosted 30 years earlier. The museum asked IDEO to explore what community might look like in the year 2047.

For our project, we aimed to start a dialogue about the role emerging technologies might play in the way people connect as a community. In the future, we may no longer need to drive our children to school, speak with anybody to go grocery shopping, or visit a human doctor. Technology often makes us more independent, and less reliant on human contact and support. To counter the social isolation that may arise, we developed the concept of a free and open-source social AI, a system built to foster strong and healthy communities by strengthening social bonds and keeping people active and mentally stimulated.

Creating the Exhibit

We designed the interactive part of the exhibition for three reasons: We wanted to give visitors a glimpse of what it would be like to interact with an artificial entity; we wanted to see how people would feel about the interaction; and, obviously, we like playful experimentation and prototyping.

Current AI technology is in its infancy when it comes to having a real dialogue with a human being. But just as autonomous cars learn with every mile they drive, these technologies will learn the more they interact with people. Current popular AI products (Siri, Alexa, etc.) listen to user commands and respond. We found it interesting to reverse that by having our Spirit actively ask visitors questions, and rather intimate ones, including: What makes you happiest? What would you be scared of forgetting? Would you trust an artificial intelligence to choose your friends? If you lived to 120, how many partners would you want to have?

The exhibit had two states: An idle state where visitors were encouraged to talk to Spirit and it displayed selected quotes from previous visitors and visualized the data it gathered through a generative visual design, and an interactive state.

The interactive dialogue state took place inside an audio booth. The system greeted visitors with an audiovisual message and a stylized speech-bubble that mediated the conversation. The system then asked different questions, engaging in deeper conversation over time. For example, Spirit might ask, "What makes you happiest," and the answers could vary from "rich relationships" to "when it stops raining," "playing football," or "creating new things and solving problems." Each answer created a new pebble in the visualization, the color, size, and shape of which were determined by an analysis of the length and the emotion of the response. When the visitor finished answering, the pebble merged into a sea of pebbles representing all of the interactions collected so far.

Visual interface design and data visualization by Studio Waltz Binaire

Building Spirit

The technical challenge of the exhibit was to have the system running for five weeks, seven days a week, eight hours per day. There were a lot of pieces talking to each other, and we needed to be able to track the feedback from thousands of visitors.

Spirit used a bespoke script to follow the conversations, and when the answers veered too far from what it had anticipated, it would send the answer to a chatbot API to find an appropriate answer. Unfortunately, the voice to text turned out to be not very reliable in the museum environment, so we focused on the scripted questions.

The technical setup consisted of two components: the audio booth and the large display facing it. To let Spirit know when somebody was present in the booth, we installed an Arduino with an ultrasonic sensor that communicated with an iPhone 6 via Bluetooth. The iPhone was connected to a directional microphone and a speaker.

Here is where the magic happened. On the phone, we ran a custom app. The app turned the voice into text using the Apple Speech Framework, and then analyzed the emotions in the answer using IBM Watson, an iconic AI developed by IBM, while also checking if the answer is in the pre-written script. If it wasn’t, it used another API to get an answer from the chatbot. The information about the answer and emotions was stored and sent to a custom program written in vvvv that communicated with the iPhone app via OSC.

Ambient noise was our biggest worry. It could have prevented the system from understanding visitors’ answers. Also, the position of the microphone was fixed, so reaching different visitor heights and voice volumes was a challenge. This actually proved to be a problem, as there were several interactions in which the voice was unintelligible.

The Data

One good perk of the interactive system is that we had real-time access to the data, so we could follow how well the installation and exhibition were performing, and what the audience was saying. After the exhibition ended, we found a bit more time to use Python and Pandas in the analysis, and Excel to plot the results.

We had a total of 8996 individual sessions with Spirit during the exhibition, about 10 percent of the visitors to the Design Museum.

The emotion recognition system that we used, IBM Watson, is not yet totally reliable (as an example, “yes” was considered a 100% J=joyful answer). But with the amount of data we gathered, the system was still able to give some hints about visitor moods. And the variations in mood could be correlated to external events. For example, we saw a peak in feelings of joy on the 24th, when London hit its highest temperature after a cold January.

When we looked at the answers, we discovered that they seemed more spontaneous and playful than others given via written questionnaires. They were also more honest, suggesting that for some people, sharing intimately with an AI might be less intimidating than talking to a human interviewer. Others, though, were critical and disconcerted. It became clear that it is important to start a dialogue about how we want to interact with AI in our daily lives.

Though the experiment obviously didn’t culminate in a fully-formed product to help the elderly, the interaction model helped us create the kind of AI we would need to build community and increase social interaction, and allowed us to test people’s reactions to emotional and intimate questions from an AI. The experiment also directly related to the work we do with design research. We frequently send design researchers out into the field to talk to people to learn more about their needs and habits, and how we can design solutions to fit their lives. Our work with Spirit begs the question—could even a design researcher be replaced by an artificial researcher at some point? For now, we don’t have a lot of answers, but this experiment helped us push our understanding forward, and we’re excited about the AI-driven insights that will come in the future.

In the top floor of London’s Design Museum, as dozens of visitors walk by and the rain hits the windows, a woman speaks with an AI bot called Spirit. It asks her how many partners she would like to have if she can live until she is 150. She giggles and answers. “Just one—and that is because my husband is next to me.” According to Spirit’s analytics, her answer is 33% sad and 12% joyful.

I help organizations cut through complexity by shaping how they show up, through brand strategy, identity, and storytelling.

Working at the intersection of brand and business, I bring an editorial eye and a bias toward making—turning ideas into tangible experiences that people can understand, trust, and believe in.

My work spans government, healthcare, financial services, media, and consumer goods, from launching Gen Z-focused ventures to building innovation labs and reimagining legacy brands. I relish moments of ambiguity and enjoy translating across teams, perspectives, and priorities to move ideas forward.

I started my career in editorial and digital design, shaping cross-platform experiences and identity systems in publishing and agency environments. That foundation still shapes how I work today: I’m detail-oriented, collaborative, and overreliant on the Oxford comma. I hold a BFA in Visual Communication from the School of the Art Institute of Chicago.

For 25 years, I've asked the same question: Who does this design exclude—and what are we going to do about it?

My work spans human-centered strategy, inclusive design, and qualitative research, with clients ranging from Microsoft, Google, and Verizon to the National Science Foundation, and San Francisco Unified School District.

Before IDEO, I taught elementary school in East Palo Alto and spent a decade doing design work with social service organizations—where I learned firsthand what it costs people when systems are built without them in mind.

I am currently writing User Error, a nonfiction book about digital access and the design decisions behind it. I live in Oakland, California.

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My expertise spans brand, communication, and product design across tech, education, the arts, and social impact.

I believe great work demands both high-level vision and obsessive attention to detail, and only happens through collaboration.

I bring an inclusive, hands-on approach and a deep understanding of business, which enables me to consistently deliver excellence while always asking why.

Before joining IDEO, I worked at the brand firms Pentagram and VSA Partners. I began my career as a designer, leading teams at the School of the Art Institute of Chicago and the Milwaukee Art Museum. I hold an MFA in graphic design from Maryland Institute College of Art and a BFA in communication design from the Milwaukee Institute of Art & Design, and have taught at some of the best design schools in the US.

I am responsible for IDEO’s long-term success in China and working with clients to use design as a tool to enable growth. Specifically, I have helped Chinese companies design holistic brand solutions through the development of their products, communication, services, and innovation teams, and I have helped multinationals expand their presence and influence in China.

I advise global leaders on developing China-led innovation and capabilities.

In over 15 years in IDEO Shanghai, I have worked on projects that use design to elevate the quality of the experience of healthcare products and services, streamline processes that increase productivity, create spaces and programs that promote and enable inclusive communities, and build next generation mobility solutions that are planet-positive.

Before joining IDEO, I worked at Philips Electronics and the Electrolux Group in Italy, the Netherlands, and Singapore on a number of breakthrough commercial products. I am a member of the Young President Organization in Shanghai.

Most AI products today are built for work—a space with clear problems and established systems. One founder noticed a gap: personal life is messier, harder to systematize, and mostly left behind by the AI boom. So she built Cue, a personal AI that lives inside iMessage and group chats, to go where the other tools haven't.

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In this episode, Becca Carroll, IDEO's Chief Strategy Officer, talks with Sida Li, co-founder and CEO of Shared Context Lab, about staying anchored to a human need while the technology around her keeps changing shape, why she treats her business model with the same rigor she'd bring to a product, and what it feels like to build a company at this particular, disorienting moment in AI.

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The conversation also gets into how Sida makes design decisions: the language Cue uses to describe itself, the tradeoffs behind building inside iMessage instead of a new app, and a real story about a business idea that didn’t pan out.

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This is the second in a two-part series profiling founders from IDEO's Startups-in-Residence program. The first conversation is with Johannes Seemann, founder of Sooner, on designing GenAI for the emotional side of money.

Most personal financial tools are built to run the numbers and optimize towards a budget. While that works for some, most people experience money as a lived relationship that does not neatly fit into a spreadsheet. Johannes Seemann and Becca Carroll discuss why money is emotional before it is mathematical, and what a human-centered approach to building a generative AI financial product looks like in practice.

Mina Seetharaman talks with Scott Shigeoka, author of Seek and Head of Curiosity Cultivation at the Eames Institute, about what distinguishes genuinely curious leadership from performative curiosity, how power dynamics shape curiosity, and why practicing curiosity can restore energy rather than drain it.

Mina Seetharaman talks with David Epstein, author of Inside the Box and Range, about why total freedom often produces average work, how leaders can design useful limits on purpose, and what organizations such as General Magic and Pixar reveal about the relationship between boundaries and creativity.