01 Introduction
Over the past few years, I have visited cafes large and small across Europe, Southeast Asia, Japan, South Korea, and many cities in China. Along the way, I have seen coffee become part of everyday life in different ways. In mature markets, it is a familiar routine at the morning cafe counter or in the office break room. In emerging markets, more cafes and more occasions to drink coffee are putting it within easy reach.
Yet, whatever the stage of the market, one shared challenge remains:
Coffee is getting easier to buy, but explaining what makes a cup taste different, and why someone might choose it, is still difficult.
That is what inspired me to create CoffeePal.AI and its flavor visualization system.
We discover food through tasting it, and we come to appreciate coffee one sip at a time. Could we start with the act of drinking itself? Could the few minutes spent enjoying a cup help people understand what they taste, learn its origin story, explore their preferences, and keep a memory of that moment?
Perhaps inviting people to take part in this way can help us tell the story behind a cup of specialty coffee and communicate what makes it distinctive and valuable.
Let flavor become a way for more people to discover specialty coffee.
02 Why Focus on Flavor?
Before answering that question, let us look at how the specialty coffee industry understands the value of a cup.
Historically, a cupping score of 80 or higher was widely used as an important threshold for identifying specialty coffee, with the emphasis largely on quality in the cup. The Specialty Coffee Association's (SCA) Coffee Value Assessment (CVA) separately considers physical attributes, sensory descriptions, impressions of quality, and extrinsic information such as origin and processing. This helps build a fuller understanding of a coffee's value and how it relates to preferences in different markets.
This perspective also encourages us to look beyond the cup to the entire seed-to-cup value chain.
Growers choose varieties and plots of land. Producers manage harvesting, fermentation, and drying. Buyers select coffees to suit their brands and markets. Roasters and baristas then bring out their characteristics through roasting and brewing. Decisions at every stage can influence the aroma, flavor, balance of acidity and sweetness, mouthfeel, and finish of the final cup.
Transparent, traceable information can make these decisions and investments visible. When consumers understand the differences and are willing to pay for them, their choices can, in turn, help support producers' long-term commitment to terroir, the environment, and sustainable growing and processing practices.
Flavor is the most direct way for consumers to experience these efforts.
For many coffee lovers, however, there is still a gap between the information in front of them and what they taste.
Coffee professionals build their understanding through training and years of tasting. On a menu or package, consumers often encounter little more than a collection of terms:
Bergamot, chamomile, orange, cane sugar
Geisha | Darkroom washed process | High-altitude microlot
The descriptions are specific, yet they may still leave people wondering: What will this coffee actually taste like? Will I enjoy it?
- “Are these flavors natural? I understand each word, but I still cannot quite imagine the taste.”
- “I bought it because of those tasting notes. But why can't I taste them? Am I brewing it wrong, or tasting it wrong?”
- “How is it different from the coffee I usually buy at a chain store? Why does it cost more?”
When these questions go unanswered, specialty coffee can find itself in an awkward position: professionals become ever more engaged, while everyday consumers hesitate to join in.
The story of specialty coffee should be something more people can understand and experience in their cup.
03 Translating Flavor Notes into Flavor Experiences
Flavor notes are a language that producers, green coffee traders, roasters, and cafes use to communicate a coffee's sensory characteristics. These terms usually come from cupping. They are references to what a taster perceived under particular brewing conditions, at particular temperatures and moments.
When these words appear directly on a menu or package, consumers can easily read them as “what this coffee is supposed to taste like.” But brewing conditions, drinking temperature, and personal sensory experience all influence perception. Missing a particular note does not mean someone is tasting incorrectly. Those words need further explanation to connect with the drinker's experience.
Some roasters and cafes are already doing this translation. Through thoughtful conversation, they connect specific tasting notes with familiar food memories and sensory associations.
For someone unfamiliar with bergamot, for example, “a fresh aroma reminiscent of citrus peel” can offer a starting point. Depending on how it actually tastes, a coffee with chamomile and orange notes might be described as “like a fruity tea with floral aromas, gentle acidity, and noticeable sweetness.” This gives people more accessible clues, floral aromas, fruitiness, acidity, and sweetness, before they gradually discover subtler layers as the coffee cools.
Once descriptions connect with real sensations, we can use that experience to explore the value of a cup more deeply.
Start with Flavor to Explore Its Origins
Citrus aromas in a coffee may result from the combined effects of variety, growing conditions, processing, and roasting. The clarity of its acidity and the cleanliness of its mouthfeel also depend on these factors and on brewing. Tracing the sensations in a cup back to their origins can help consumers appreciate the work of growers, processors, roasters, and baristas—and decide whether that coffee is worth choosing.
Start with Flavor to Make Understanding Easier
Faced with a name such as “darkroom washed process,” consumers often want to know, first of all, what the coffee tastes like. We can begin with the acidity, sweetness, aromas, and mouthfeel it actually presents, then use information from the producer to explain the fermentation environment and processing steps. A processing name alone does not guarantee a fixed flavor. Clearly distinguishing process information from the experience in the cup can help build trust.
Technical information then becomes something people can explore after tasting, with curiosity guiding them further.
Start with Flavor to Help People Discover Their Preferences
Understanding a cup of coffee is also a way of getting to know one's own taste. Do I prefer the gentle floral and fruity character of this cup, or the rich, nutty, chocolate-like character of another? Do I enjoy bright acidity or more pronounced sweetness?
By noticing these differences and recording their impressions each time they drink, consumers can gradually build their own flavor memories. The next time they choose a coffee, they have more to draw on and can take a more active role in finding specialty coffees they enjoy.
04 Making the Flavor Experience Visible
Coffee is inherently a multisensory experience: aroma, acidity and sweetness on the first sip, mouthfeel, finish, and layers that change as it cools. Menu descriptions or a brief introduction from a barista can only convey so much.
That is why we want to make the flavor experience visible.
The aim is to turn a coffee's sensory cues and background information into visual content that is intuitive, easy to understand, and open to exploration:
- What kind of aroma does “bergamot” suggest? How do acidity, sweetness, mouthfeel, and finish unfold as I drink?
- How might variety, altitude, processing, and roasting influence this cup?
- What taste preferences might it suit? What do I actually perceive, and which parts do I enjoy?
Images, flavor maps, and interactive content can reveal this information step by step, helping people observe, taste, compare, and record. Visuals guide attention while leaving room for each person's own experience.
In this way, the expertise behind a cup becomes something people can experience and engage with as they drink.
05 Focusing on Emerging Coffee Markets
Looking at some markets with more established coffee habits, my observation is that specialty coffee often grows within an existing everyday coffee culture. People encounter coffee regularly in their lives, then gradually develop an interest in quality, flavor, and origin stories.
This suggests a starting point: to bring specialty coffee to more people, build on the drinking habits they already have.
Emerging coffee markets such as China offer this opportunity.
First, coffee is becoming part of more everyday occasions.
Many people initially turned to coffee for a boost of energy or to help them work. Today, a break during work, a day out, or a catch-up with friends can all be reasons to enjoy a cup.
Second, freshly prepared coffee is easier to find.
The expansion of chains has made buying coffee convenient. Specialty chains and independent cafes have also brought more choice and distinctive experiences.
At the same time, these markets have their own challenges.
Many consumers are still building their experience with coffee.
For many, drinking coffee frequently is a relatively recent habit. Buying a cup is already a habit, while describing sensations, understanding differences, and identifying preferences are still things they are figuring out.
Buying coffee has become more convenient, but opportunities for conversation have not necessarily grown with it.
Price competition, delivery, and brand marketing have brought coffee into more people's daily lives. With delivery and grab-and-go orders in particular, there is limited opportunity to talk with a barista. When people want to try a higher-quality coffee or a different style, questions such as “Why does this cup cost more?” and “Why does it have these flavors?” can still go unanswered.
Bringing clear, engaging flavor experiences into these settings could help people move from drinking coffee often to better understanding the coffee they drink. This is the path CoffeePal.AI hopes to explore in emerging markets.
06 Back to Everyday Life: Make Flavor Visible
Coffee is a drink anyone can experience through their senses. It can also bring people from different backgrounds into conversation as equals.
We want to find a more approachable language for it, one that lets people appreciate the expertise behind coffee through everyday drinking.
Starting with emerging coffee markets, CoffeePal.AI aims to use flavor experience visualization to help coffee brands, roasters, and everyone who shapes flavor along the value chain turn the information behind a cup into visual content and experience materials that are easier for every consumer to understand and share.
We believe that bringing specialty coffee into more people's lives means making it accessible, helping people understand its differences and discover their preferences, and giving them the confidence to make choices that feel right to them, cup after cup.
Let us start with the flavor experience, make every flavor visible.
References
Specialty Coffee Association (SCA)


