

A return to simplicity with a bottled tea brand
Bringing the grounding and authenticity of tea culture into the rhythm of modern life.
Master Kong (known internationally as Tingyi Holding Corporation) is number one in market share in both instant noodles and ready-to-drink teas, with over $10 billion USD in annual revenue. While China has a rich tea culture, most sugar-free bottled tea on store shelves markets itself as “healthy” and “tasty.” Wanting to set itself apart from the competition by uncovering new consumer needs, Master Kong reached out to IDEO. Together, Master Kong and IDEO immersed themselves in modern Chinese tea culture and built a new, premium, sugar-free bottled tea brand that resonates deeply with contemporary tea drinkers.
During research, the combined IDEO/Master Kong team took a two-pronged approach to uncovering new opportunities: industry exploration and consumer research. The team visited various tea-related businesses, from traditional tea houses to modern beverage shops, as well as “third place” tea spaces outside of home or work. They also conducted in-depth, in-home interviews with consumers with various levels of interest in tea, delving deeply into their daily routines to better understand their lifestyles and any emotional or functional needs related to tea.

The team discovered that the essence of Chinese tea culture resonated with contemporary consumers’ longing for authenticity, simplicity, and physical rejuvenation in their fast-paced lives. This insight presented a unique opportunity for Master Kong. Instead of positioning its new sugar-free tea brand as merely a “healthy alternative” to other beverages, it could spark a meaningful connection to tea culture, seamlessly integrating into various moments of modern life.
Armed with this insight, IDEO designers and dozens of Master Kong beverage team members participated in a series of immersive, hands-on tea innovation workshops. Teams of experts from R&D, marketing, supply chain, and other company departments temporarily set aside their job titles to explore, iterate, and refine dozens of new tea concepts that were commercially viable, feasible for mass production, and aligned with consumer needs. The cross-departmental collaboration allowed for a broad mix of perspectives, experiences, and expertise, enriching the innovation process.

The co-creation sessions led to a new sugar-free tea product and flagship brand called Cha De Chuan Ren (“Descendants of the Tea”), which celebrates fine, origin-sourced tea and the passion and dedication of tea farmers. The novel concept resonated strongly with consumers and was validated during subsequent rounds of quantitative market testing, ensuring its relevance and market potential.
Cha De Chuan Ren launched with two signature flavors: Tieguanyin (green tea) from Fujian and Pu’er (black tea) from Yunnan. The unique mottled bottle design pays tribute to traditional handcrafted glass containers and the handiwork of tea farmers. The tactile paper label, which features Jia Ma-inspired woodblock illustrations of local tea fields and tea farmers’ hands, nods to the artisanal craft of tea making and the source of the tea inside.

“Descendants of the Tea” debuted on Tmall in April 2024. It claimed the top spot on the commerce site’s Tea Beverage V-List in August and September. Offline, it launched in FamilyMart convenience stores in May and has since expanded nationwide. The new brand received a 2024 Red Dot Award for “Brands & Communication Design.”
“We are honored to collaborate with IDEO, a global leader in innovation, as our strategic partner. ‘Descendants of the Tea’ is not just an exceptional product but also a tribute to the rich heritage of tea culture. Only by continuously integrating culinary traditions with innovation can we sustainably meet consumers’ true needs.”
Richard Chen
CEO, Master Kong (Tingyi Holding Corporation)
“Innovation is incredibly fragile. If even one leader is unsupportive or hesitant, the culture of innovation can collapse. I always encourage my team to take risks, as long as they’re not high stakes. After all, what’s the worst that can happen? At the very least, we’ll have a fair chance at creating something new.”
Wei Hong-Chen
Chairman of Master Kong Beverage Holdings Co., Ltd.
Sugary bottled teas were once very popular in China. Today, rising consumer demand for healthier beverage options has expanded the market for sugar-free tea.
#1
on Tmall’s Tea Beverage V-List, August- September 2024
2024 Red Dot Award Winner
for Brands & Communication Design


A luxury water bottle takes precision engineering to the extreme
Elevating the everyday with next-level design.
Twenty years ago, carrying a single-use plastic water bottle was a status symbol—no more. Growing awareness of the negative environmental impact of plastic pollution, combined with the adoption of healthier lifestyles and social media influencer trends, has made reusable water bottles “it” accessories for on-the-go consumers. While brands such as Stanley, Yeti, S’well, and Hydro Flask own the under-$100 market, fashion brands such as Louis Vuitton, Chanel, Dior, and Prada have etched out a new and growing market for high-end bottles that appeal to discerning, trend-conscious young people looking to perfect their hydration habits.
Spotting an opportunity to disrupt the predominantly utilitarian water bottle market, Steinmann partnered closely with IDEO, tasking the team with developing an industrial design that perfected the tactile and sensory user experience, from drinking and carrying to disassembling and cleaning thoroughly. The collaboration deepened over time, with Steinmann and IDEO working together to develop the high-level engineering concept, the OKAPA logo mark, and packaging ideas.
Key user-centered features of the OKAPA bottle include a medical-grade German borosilicate glass interior for superior taste of hot or cold beverages with no lingering odors; a Swiss-engineered thermoplastic lockable and leak-proof tilt cap that can be easily operated with one hand when driving or doing other activities; and an ergonomically shaped mouthpiece for a pleasurable drinking experience. Precision-engineered for maximum longevity, the inner glass bottle is suspended via a shock-absorbing system inside a bead-blasted, extruded, and anodized aluminum outer shell. Eight modular parts come apart easily for either a quick or thorough cleaning.

At its core, the OKAPA bottle elevates an everyday ritual through meticulous design and uncompromising engineering. Launched in January 2025, the new bottles are available in eight contemporary colorways curated by renowned color and materials specialist Beatrice Santiccioli (BSD), including Misti Pinku, Goldie Samba, and Fetishe Noir, among others.
In the US, the reusable water bottle market is estimated to increase from $10.2B in 2024 to $14.1B by 2031, with 69 percent of Gen Zers owning at least one. Customization trends, such as personalized design and branding, are anticipated to boost the market, ripe territory for disruptive startups such as OKAPA. (Persistence Market Research)
Once a practical accessory for hikers and outdoor enthusiasts, reusable water bottles have gone mainstream. Yet none check all the boxes in terms of purity of taste, hygiene, durability, functionality, and beauty.
8
modular pieces ensure hygienic cleaning is quick and easy
100%
recyclable materials in each bottle


Brand as a conservation strategy
The Cornell Lab of Ornithology unites as “One Lab,” galvanizing a conservation movement.
The Cornell Lab of Ornithology’s mission is to interpret and conserve the earth’s biological diversity through research, education, and citizen science. Over its 110-plus-year history, its offerings grew to include everything from a quarterly magazine, popular websites and apps with millions of users (Merlin, eBird), partnerships with outside organizations, and the world’s largest database of photographs and audio recordings of birds. This abundance is a testament to the passionate enthusiasm of its employees. Still, it confused potential members and led to siloed internal efforts, preventing the Lab from advancing its urgent collective vision. “Birds and biodiversity are in peril,” said Executive Director Dr. Ian Owens. “We must take radical action with a coherent vision, united voice, and purpose.”

IDEO began by helping the Lab better define its audience. While primarily composed of people passionate about birds, IDEO discovered its larger audience was nature lovers interested in biodiversity, bioacoustics, conservation, and science. From there, IDEO created a brand strategy and architecture focused on helping the Lab streamline its efforts under the “One Lab” brand. The brand architecture visually articulated the relationship between Cornell University, the Cornell Lab of Ornithology, and the Lab’s many products and offerings. IDEO designed a comprehensive brand identity system to work across mediums, including a simplified logo system, new colors, type, graphic language, voice and tone, and key messaging.

When the Lab’s design team began implementing the new branding elements across its website and many digital products, it became clear that the organization also needed IDEO’s help in creating tools to facilitate cross-department collaboration. To better understand the day-to-day nuances of the organization, IDEO designers worked out of the Lab, co-creating a brand activation playbook. The playbook, launched in 2023, contains recommendations for new cross-functional working groups (partnerships, visual identity, and brand voice), as well as exercises and interactive tools designed to build trusting relationships, gain alignment, foster collaboration, and manage change at scale.

Post-collaboration, the Lab has applied the new brand across its website, apps including Merlin and eBird, Living Bird magazine, email and newsletter templates, and its line of merchandise. A new internal brand guidelines site has become central to employee onboarding, while new working groups are helping to bring down barriers between teams and spur collective action. Like a flock of birds, the Lab now sings one collective song.
The Cornell Lab’s 300+ scientists, professors, staff, and students were passionately dedicated to their individual team’s unique conservation projects, but segmented internal systems could stymie their collective impact.
1 brand
unifying 300+ employees and 8 departments


Charting a bold educational future
Ascend Public Charter Schools designs a “grown-up” vision for its young educational network.
Founded in 2008, Ascend Public Charter Network prides itself on providing “rich, joyful learning experiences that unlock lives of boundless choice” for its students, 93 percent of whom identify as Black or Latinx. The organization is also proud of being Black-led: 78 percent of staff and 80 percent of the executive team are people of color. Using co-design and joy, IDEO held a mirror up to Ascend’s core optimistic spirit during a moment of anxiety and change, helping its new CEO, staff, students, and parents reflect a dynamic, collectively imagined vision.

While the project’s goal was serious, the combined team centered the collaboration on bringing back fun, beauty, and imagination to those who could use it most: educators. Through engaging interactive activities, the IDEO team invited principals, PTA members, student council representatives, and board members to join “organizationally sanctioned play” moments like creating collaged vision boards and writing poems about Ascend’s impact. These interventions helped burned-out educators escape the day-to-day tasks of running schools and dream expansively about Ascend’s future. The team also solicited written, visual, and audio stories, asking community members to describe Ascend at its very best.

Stitching together submissions from 551 students, 75 parents, and 16 staff members, the co-design sessions resulted in a powerful new purpose, mission, and values, as well as a vibrant visual language and activation tools to bring Ascend’s vision of a “dope,” “unapologetically Brooklyn” charter network to life. The joyful, eye-catching visuals are embedded throughout its 17 Brooklyn schools, staff recruiting and training materials, and digital presence.

Shortly after the collaboration with IDEO, Ascend received an unsolicited $11 million donation from MacKenzie Scott's foundation, Yield Giving, the most significant gift the then-14-year-old institution had ever received. The pivotal funding will allow the organization, with its bold new “grown-up” vision, to focus on becoming the school of choice in Brooklyn by 2027.
In the summer of 2021, one in four K-12 teachers was ready to quit. Pandemic stressors and increased curriculum scrutiny were to blame, according to a 2021 Rand Survey.
In 2022, 44% of K-12 workers reported burnout, the most of any US professions the time, according to a Gallup Poll.
Pandemic exhaustion and leadership turnover left Ascend’s new CEO eager to align staff around an exciting new vision.
$11M grant
Ascend received an $11M grant from the MacKenzie Scott Foundation a few months after the collaboration
1 collective vision
to guide a network of 17 schools


Why workplace culture matters (and how to build a good one)
5 ways to create an environment that inspires innovative work
I didn’t start out working at an enlightened company—I started out working in the art world, in upscale art galleries, private art clubs, and various museums. My surroundings were beautiful, but I was miserable. The politics and sexism were intense. I never felt like I could speak my mind.
Luckily, I eventually landed at IDEO. For the past 10-plus years, I’ve helped create events, experiences, and rituals that keep our studio culture healthy and our designers happy. Now, I’m Co-Director of the experience team in Chicago. Our mission: Design for belonging.
My team and I use tools like our studio space, food, events, experiences, and rituals to help make everyone who comes through our doors feel welcome, supported, and empowered to do the best work of their lives. We do things like throw spur-of-the moment pop-ups that break up the afternoon, and plan group lunches so people will eat together—like a family—instead of having sad lunches alone at their desks. We even plan crafting sessions and inspirational field trips.

Not convinced that thoughtful extras like spa water and storytelling events can actually help fuel the ideas that drive revenue? Consider the case of Uber.
Remember Travis Kalanick, the former CEO?
The deposed chief executive set the tone for the company’s culture. Under him, Uber flouted local laws and criticized competitors in its quest for success. Thanks to the company’s pervasive “bro” culture, sexual harassment and discrimination were rampant. Employees were pitted against one another, and management turned a blind eye to infractions from top performers.
Contrast Kalanick’s approach to leadership and culture to Microsoft CEO Satya Nadella, who took the company’s reins in 2014. He inherited a company lacking innovation—and relevance. Microsoft’s stock performance was flat. His goal was to shift the culture from “know-it-all” to “learn-it-all.” “Microsoft’s culture had been rigid,” he wrote in his book, Hit Refresh. “Each employee had to prove that he or she was the smartest person in the room. The culture change I wanted was centered on exercising a growth mindset every day.”
Three years later, not only are employees happier, more innovative, and empathic, but the company has generated more than $250 billion in market value—more than Uber, Airbnb, Netflix, Spotify, Snapchat, and WeWork—combined.
As an experience director, I’m laser-focused on making sure employees feel safe to fail and explore, that they feel connected to others, and that they have what they need to solve problems and come up with innovative solutions. My job is to set the conditions for great work.

So how do you actually do that? Here are five ways to jump-start your company culture.
1. Define and build on your company’s cultural values
Values are the compass that an organization uses to select staff members, reward current employees, and make business decisions. If you’re just starting a company and need to define your values from scratch, Greenhouse, the company that designed the recruiting software IDEO uses, has a helpful culture mapping exercise to help get you started. Need further inspiration? Check out Google’s values: “Focus on the user and all else will follow.” “It’s best to do one thing really, really well.” “Fast is better than slow.” “Great just isn’t good enough.”

2. Leverage naturally-occurring behaviors
Put on your anthropologist hat. What interesting or unusual things are people already doing around the office that you could build on? (It’s faster and easier to build on existing behaviors than to encourage new ones.) At one company, I noticed people were wary of talking to strangers. Unfortunately, since it was a co-working space, almost everyone was a stranger. I also observed that people would use the kitchen as a shortcut to the bathroom, and that it was a neutral zone—no one group owned it. High foot traffic + no ownership = opportunity to spark casual conversation and community! You can do what I did—look for unused spaces in your own workplace and use questions on Post-it Notes to spur random conversations—or move shared resources like printers or snacks to the middle of the space instead of tucking them away in a corner.

3. Identify and empower cultural mavens
As an experience director, I’m always look for new collaborators. Though some cultural experiences can come from the top down, others work better when they come from the bottom up. They feel more authentic. I’m always trying to identify new cultural mavens within our organization, and I empower them by giving them some time, money, or resources to bring their ideas to life. For example, at IDEO, we noticed a few of our designers were natural teachers and always went out of their way to show others how to learn a new skill. This aligned perfectly with two of our company values—“Learn from Failure” and “Make Others Successful”—so we gave those designers a budget and set them free to build on their ideas. Now we regularly have Nerd Nights where people learn to code, and Shop Class where we make things like concrete planters and leather wallets.

4. Prioritize face-to-face interactions
Digital tools are efficient, sure, but the only way to build authentic, human relationships is face-to-face. Period. When you find yourself using a digital tool to communicate with an individual or a group, think: Could this be done in person instead? Am I hiding behind this tool, this emoji? Encourage others to get out from behind their screens, too. One easy way? Get people to eat their meals together.

5. Design meaningful rituals
We participate in rituals in institutions, politics, and religion all the time. But they’re not commonly talked about in the world of business, even though they’re a simple way to make cultural values tangible. At IDEO, I was part of a team that started IDEO Stories, a Moth-like live storytelling event designed to help teach our designers how to tell better project stories. After the first event, it became clear it wasn’t just a good way to learn a new skill—it was a way to celebrate an individual’s unique backstory and unite the community.
For the last seven years in Chicago, we’ve also held an Annual Studio Awards party, an Oscars-inspired evening where the community votes on award-worthy project work from the past year. Categories are tweaked each year to incentivize emerging behaviors that are beneficial to our business.
Have ideas for rituals of your own? Share them with us on Twitter, so we can inspire each other.

Often, people want to write culture off as a slew of perks you might find at tech companies. But really, culture is about creating an environment that makes it possible for people to work together to come up with innovative products and ideas—the same products and ideas that drive revenue.


Thoughtless Acts: Mobile hat rack
Thoughtless Acts: Mobile Hat Rack. The intuitive ways we adapt and react to things in our environments

We met a beer and sausage vendor in Germany who keeps an array of hats stored on his gearshift, a humorous-looking makeshift hat hook. When we asked him more about it he explained that he often sells his wares at football games, so it’s important that he wear the right football club’s hat. “One time, when I wore the wrong one by accident, they called me an ass and tipped the van over,” he said. “You always have to howl with the wolves.”
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.


11 magazines that keep us inspired
Learn which glossies inspire IDEO designers all month, every month
You can’t beat the smell of fresh ink, the texture and weight of high-quality paper, and the sound as you flip through the pages. When holding a magazine, I’m not simply reading it—I’m immersed in it.
I asked my fellow designers which publications they find the most exciting, and I’ve included a few of my favorites, too:
1. Apartamento
Yes, I suppose it’s an interior design magazine, but instead of focusing on beautiful, minimalist, multi-million-dollar houses (not that there's anything wrong with that), Apartamento covers real, lived-in homes and the creative people who occupy them. Raw portrait photography, cluttered spaces, and intimate interviews show how people really choose to live. Based in Barcelona, Spain, it’s survived through subscription revenue and a higher newsstand price, and has bucked the trend of featuring numerous ads or sponsored content. Plus, its perfect novel size, centered layout, patterned spine, and chunky typography are delightfully raw and unfussy. —Lindsey Turner, IDEO Cambridge

2. B
B magazine is published in South Korea. Every issue, it takes an advertisement-free, documentary approach to a single iconic brand. It’s covered many amazing brands, from the luxury to the mundane, including LEGO, Ray-Ban, and Bic. Each issue goes deep into the people, history, evolution, products, experiences, and philosophies of the brand it covers. Fans and collectors are also often included. I recommend it to anyone who likes branding and brand strategy, or just loves products and design. The many ways it looks at a brand and all its expressions goes far beyond simple identity and logo. —Clark Scheffy, IDEO San Francisco

3. Banana
In 2014, first generation Asian-Americans Vicky Ho and Kathleen Tso launched Banana magazine, a lifestyle magazine dedicated to exploring the intersection of Eastern and Western cultures. Ho and Tso are not claiming to be experts in Asian culture, but rather are discovering it right alongside their readers. Their goal is to understand what this third identity—neither Asian nor American, but Asian-American—means. As a designer, I think it’s fascinating to understand how cultures can blend together. With the growing influence of Asian countries on design trends, this magazine is relevant, vibrant, and bold, and offers great graphic design inspiration. —Coline Prevost, IDEO Palo Alto

4. [BranD]
[BranD] is a Hong Kong-based magazine that explores communication design in visual art, advertising, products, graphic design, and architecture. It brings together designers, artists, art directors, marketing specialists, and business-minded people of all stripes to share new ways to express ideas and brands visually. I'm an avid reader of [BranD] for inspiration in my craft; it's a great vehicle to stay connected to the ways other designers are stretching their own skills and building their crafts in a discipline—comms design—that is always evolving. —Joshua Lavra, IDEO San Francisco

5. Cat People
Cat People is an English-Japanese bilingual magazine featuring interviews and works by cat-obsessed artists, designers, photographers, and writers. It’s only in its first issue, but it’s already sold out. I’m very excited for future editions because this magazine promises magnificent inspiration for design and feline die-hards (like me). —Camden Foley, IDEO Palo Alto

6. Cereal
Cereal is a biannual travel and style magazine based in the United Kingdom. Each issue highlights engaging interviews and stories about unique design, art, and fashion on a specific theme, such as sustainability or desire. I’ve followed this magazine since its inception in 2016 and have every issue to date. Cereal’s publisher offers beautiful magazines, city guides, art prints, and even a children’s book—all with some of the best photography and design I’ve ever seen. —Camden Foley, IDEO Palo Alto

7. The Collective Quarterly
The Collective Quarterly is a magazine about travel and creativity across the U.S. The magazine staff—a rotating team of writers, photographers, illustrators, and other creatives—visits small towns or regions around the country to interview artists, creators, and other cornerstones of local life. As a photographer, the exceptional photography caught my eye, particularly that of one of the co-founders, who still shoots film photos like I do. It’s inspired me to get out with my camera more often. I recommend the magazine to anyone who seeks a deeper appreciation of creativity in intimate communities, hopes to explore non-urban corners of the country, or wants to bask in the magic of film photos. —Tara Safaie, IDEO San Francisco

8. Drift
Back when I was a barista, my mornings were spent adjusting the espresso machine's grind and my tamp to each bean's age and provenance. I learned that coffee is ubiquitous, yet highly circumstantial; you can find it in virtually any city, and yet each urban environment and its inhabitants have radically different rituals, cultures, and methods of consumption for this most essential drink. Drift transports its readers to different cities and their respective coffee cultures, allowing readers to intimately engage with new adventures in new places through a common cup of joe. —Adam Cristobal, IDEO Palo Alto

9. The Gourmand
As we reach the peak of our food media zeitgeist, The Gourmand has emerged as one of the leading alternative voices in the space, covering everything from new ways of visualizing food emoji to Georgia O'Keeffe's strict diet. Boasting both witty writing and distinct art direction, the magazine offers a unique perspective and inspirational fodder to foodies, designers, and creatives of all stripes as we look for more visually appetizing ways to engage with the world. —Adam Cristobal, IDEO Palo Alto

10. Offscreen
Offscreen is a print magazine published three times a year, as well as a weekly newsletter, that takes a thoughtful, human-centred approach to technology. It’s is a slow counterbalance to the fast pace of popular media, exploring creativity and design through introspective writing and thoughtful human stories. Offscreen is a proponent of the “slow web,” celebrating the idea that not all that is instant and convenient is necessarily good for us. —Nathan Paterson, IDEO Tokyo

11. Surface
Surface is a New York magazine that covers a little of everything—design, architecture, fashion, culture, and travel. I picked it up because I judge magazines by their covers. Each cover features a great close-up portrait of a creative person—an architect, musician, industrial designer, etc. The portrait is paired with restrained, Swiss-style black typography and a grid well versed in white space. The magazine examines culture through the lens of design and has a whiff of one of my favorite blogs, Sight Unseen. It's conspicuous consumption for sure, but sometimes that's what magazines are for. —Lindsey Turner, IDEO Cambridge

Next time you want to explore cutting-edge design—or just enjoy a little eye candy—crack the cover of one of these magazines for an inspiring read.
Thanks to the digital revolution, fewer and fewer of us are getting our hands on paper copies of books, magazines, or newspapers these days. Online subscriptions and digital versions can fill the void, but sometimes, picking up a glossy magazine is simply the best way to absorb inspiration.


Why your office needs a laugh detector
How one data scientist set out to track the volume of laughter as a measure of success
As a data scientist, this idea got my gears turning: What if I could use machine learning to build a laugh-detecting algorithm?
Prototyping is a great way to explore how emerging technologies will play a role in our connected future. But instead of focusing on how we will teach our machines to sense human behavior, I’m interested in designing what we will do with the information our devices are learning. In a world filled with machines that learn and interact with us, it’s important that they are able to respond to all parts of our humanity—including the things that make us laugh.
I wanted to see what kind of laugh detection prototype I could build in a few weeks. Here’s how I did it:
1. Building the algorithm
To build the laugh-detecting algorithm, I knew that I wanted to use deep learning, so I turned to Keras, a programming library which makes creating neural networks fast and simple. To train the laugh detector, I needed to use sequences of audio as the input and predict whether or not laughter would result as the output. Fortunately, I found Audioset, a collection of over two million 10-second audio clips with labels from over 6,000 categories. Using a subset of the Audioset collection that is half laughter and half speech, I was able to get a laughter detection model running with 87 percent accuracy within a few days.

After creating a training dataset, I got started on the machine learning challenge. The Audioset data does not contain the extracted raw audio, only a 128-length feature vector for each second of input, which is created using a convolutional network operating on the raw audio spectrogram. These feature vectors will be the input for the machine learning algorithm, and the output will be a binary label of whether the input contained laughter. Since I am working with a relatively large dataset, I wanted to use some deep learning methods, so I turned to keras, an API that makes creating and training neural networks extremely simple, while still leveraging the computational efficiency of optimized tensor computation libraries like TensorFlow and Theano.

Since the model input is sequential, I wanted to try a recurrent neural network first. I started with a single layer LSTM model that quickly converged to 87% accuracy. Learning from the code in a very similar project, I found that applying batch normalization to the LSTM input was very important for getting the model to converge. One of the headaches of deep learning is that seemingly trivial details like this can have a large impact on convergence. I was happy with the performance of my first LSTM model, but I decided to try out a couple more options before moving on. I tried a 3-layer LSTM (because if one layer is good, three must be better), then I tried a simple logistic regression model to see if the fancy RNN architecture made a difference. The models performed with 88% and 86% accuracy, respectively, which showed me that, in this case, more layers did not equate to more power.
Ultimately, I ended up choosing the single layer LSTM, even though it was larger than the logistic regression model, because it was able to handle variable length input. The training data was all sequences that were 10 seconds long, but I wanted the laughter detector to be able to respond quicker than that. While the logistic regression could only operate on input that was the same length as the training data, the LSTM model can still operate on any input length, as long as it is split into one-second chunks.
To take the trained model and run it as a live laugh detector, I put together a python script that pulled together a few different steps. First, the audio is captured from the microphone using pyaudio and chunked into three-second clips. (The length of these clips is an adjustable parameter.) The raw audio is then fed into the pre-trained vggish network and converted to a sequence of feature vectors with the same parameters I used for creating the Audioset training data. The sequence is then fed into the trained LSTM model, and the laughter prediction score is returned and written to a timestamped .csv file. By default, the raw audio is then discarded, and only the score is saved. That way, there are no concerns about storing or transmitting anyone’s private conversations. By running the audio capture and processing in separate threads, I was able to run this continuously without any lag on my laptop.
2. Designing the experience
Once I had the ability to measure laughter, I had to tackle the real design challenge: How do we implement the laugh detector in project spaces without making it seem obnoxious or creepy?
I enlisted the help of a few smart colleagues to approach the challenge from multiple angles: a software designer experienced in designing for play, an environments designer to explore how the detector would show up in a project space, and a communication designer who’s written on the science of laughter.
We had a brainstorm around what we might be able to do with a laughter detector, and the ideas poured in. Perhaps we could use laughter as a weekly indicator of morale (similar to Bhutan’s gross national happiness), or host a competition between project teams for who laughed the most? If we could determine when people are laughing, maybe we could figure out why they are laughing, too. We could determine when laughter is genuine or just polite, which jokes are the funniest, or even measure who is laughed at the most.
Some of the more wild ideas included a gif of an IDEO Chicago director Jon Wettersten (below) who laughs along with us, or an alert that would play videos of clowns if we went too long without laughing.
Ultimately, we wanted to select ideas that would give teams insight into their laughter, but not be too intrusive or prescriptive.
Information systems shouldn’t overwhelm users—particularly when that information concerns people’s moods. There are times when it’s appropriate to not be laughing; you don’t want your smartwatch telling you to laugh more during your grandma’s funeral. And if we were to build a device that listens for laughter, we'd need to make sure that we communicate and maintain people’s expectations of privacy.
With all this in mind, we narrowed it down to two concepts that we would take forward into the prototyping phase.
3. Hatching prototypes
The first thing we made was a simple information dashboard built in Dash. We referred to this design as a “FitBit for laughter,” as it was meant to help teams set goals and measure their progress towards those goals.
This raised the the question, what if you could track your emotional health in the same way that you tracked your physical health? What kind of goals would you set? What would your “laughter workout” look like?
To start, we measured laughs by time of day over a period of 24 hours, laughs per day over the past week, and how close teams are to achieving a daily “laugh quota.”
The second prototype used the output of the laugh detector to control the color and intensity of a Hue lightbulb. When there is a lot of laughter in a room, the light glows a bright yellow to mirror the warmth that laughter brings to a space. When there is less laughter, it transitions to a dim blue to help teams stay calm and focused. In this way, the environment responds to the activities and emotion of its inhabitants.
What if the smart systems we create could react not only to a user’s presence or interaction, but adapt to the user’s mood? How might we design smart systems or spaces that are emotionally responsive?

4. User testing
We wanted to see how people would react to the laugh-bulb, so we got a few colleagues to sit down and test it out. The original plan was to play funny videos to stimulate laughter, but as soon as people sat down, they started joking so much, the videos were unnecessary.
Laughter is a reinforcing behavior; when you laugh, the people around you laugh too, creating a virtuous cycle that can leave you laughing until you’re sore. Seeing the light grow brighter as the room fills with laughter adds energy to that cycle. The group that came in to test the laugh-bulb ended up laughing so much that you could hear them throughout the studio.
WATCH: Testing the laugh-bulb prototype.
Next up, I’d love to put these prototypes in front of more people to see whether quantifying laughter can affect their mood. And I'm left wondering, which emotional or mental health signals could be measured and recorded next?
As more aspects of our lives are recorded, we are going to be able to quantify and improve our lives in ways we can’t yet imagine. Let’s design these systems not just to make us smarter, but to make us more joyful, too.

Play goes hand in hand with innovation. I learned this from Brendan Boyle, director of IDEO's Play Lab, who says that if you measure the amount of laughter in a project space, the teams who chuckle most are also the most successful.


Lindsey Turner
I’m passionate about building brands, products, and experiences that help organizations show up with meaning and momentum.
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.


Rachel Young
My work helps organizations see who their products aren't working for—and build the will and the tools to do something about it
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.


Brian Pelsoh
I lead with craft, ensuring our work is creatively excellent: rooted in deep human insight and imagination, while also grounded in the realities of business and technology.
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.


Tony Wong
I am responsible for IDEO’s long-term success in China and working with clients to use design as a tool to enable growth.
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.
How to use AI as an editor, not a writer
Ed White shares how he uses AI as an editor—not a writer—to sharpen storytelling, rehearse ideas, and preserve the productive friction that makes creative work better.
Ed White has a rule he's tested on his own writing: hold yourself as the writer, and let AI be your editor. Ed is a Senior Design Director at IDEO's London studio, where he co-leads the firm's AI portfolio across Europe. Before IDEO, he spent 12 years as a writer and editor at the Financial Times, Wired, and Contagious. So when he talks about when to use AI for storytelling and when not to, it comes from two decades of crafting his storytelling skills.
In this episode, Mina Seetharaman talks with Ed about two specific tools he uses to keep AI in an editor's seat: a "roasting agent" prompted to critique his drafts without any sugarcoating, and a simulated audience he rehearses pitches on before the real thing. They also get into what Ed is hearing from design leaders at Anthropic, Lovable, Shopify, and Google Creative Lab about how creative work is changing, and why he thinks the friction of writing something yourself is worth protecting rather than automating away.
Building a personal AI for the messiness of life: Sida Li
Becca Carroll talks with Cue co-founder Sida Li about designing a personal AI for the messiness of everyday life—not just work. They explore how Sida stays anchored to human needs while navigating fast-changing technology, product tradeoffs, business-model experimentation, and the realities of building an AI company today.
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.
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.
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.
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.
Designing GenAI for the emotional side of money: Johannes Seemann
Designing financial tools around the feelings that shape money decisions.
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.
The curious leader's edge in uncertainty: Scott Shigeoka
How genuine curiosity helps leaders navigate uncertainty with greater confidence.
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.
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