The Aesthetic of “Edgy” and the Problem of Distressed Fonts

What do people mean when something feels “edgy”? It’s a word that shows up in creative direction all the time, but like most aesthetic language, it points to a vibe more than a clear set of decisions. So we set out to define it. Using Constellations, we asked creative professionals to sort images based on what felt edgy and what didn’t,and the patterns that emerged were sharper than expected.

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Does Your Work “POP“?

“Make it pop” sounds simple, but it rarely is. This study uncovers what actually drives attention and resonance. The full AI report is below.

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Previous Studies and Results

The Legend Zelda Movie and What Fans Want to See

We tested six dimensions of the film’s visual direction using Constellations, from character design to villain treatment to overall style, spanning every era of the franchise. Despite Breath of the Wild being the bestselling Zelda game by a wide margin, its characters, enemies, and aesthetics consistently split the audience. What participants converged on was Ocarina of Time…

When Client’s Say “Make It Pop”

Every designer has heard it: “Can you make it pop?” It’s one of the most common pieces of creative feedback, and one of the hardest to act on, because it points to a feeling more than a specific fix. So we decided to find out what “pop” actually means. Using Constellations, we asked creative professionals to sort images by which ones pop and which ones don’t—and the results were surprisingly consistent.

When We Look at Robots, What Are We Really Seeing?

When We Look at Robots, What Are We Really Seeing? Understanding the Tools-Versus-Beings Divide in Robot Perception What makes a robot seem helpful versus creepy? Using our platform Constellations, designed to capture perception through visual interaction, we asked...

Will the Most Authentic Santa Please Stand Up

The images people embraced all shared one thing: they caught Santa in the middle of doing something. Reading his list by candlelight. Kneeling to feed a reindeer in falling snow. The images they rejected? Cute graphics, staged photos, and counterintuitively, some of the most beautifully rendered Santas in the set.

What Does “Visual Data” Look Like

Fifty designers rated visual data, revealing that structure—not style—is the key driver of visual trust and credibility.

Everyone’s Favorite Halloween Candy

Perception Map Test: What Is Your Favorite Halloween Candy? This test asked participants a deceptively simple question: What is your favorite Halloween candy? Behind the wrappers, though, the answers revealed powerful emotional codes. From generational classics to...

Spooky Or Scary?

Is it "Spooky" or "Scary"? A visual study of how people separate spooky from scary — and what that says about our modern relationship with fear. Halloween sits at the strange crossroads of delight and dread. Every October, our visual culture fills with ghosts,...

What does “American” Look Like?

For July 4th, we explored what “American” looks like in 2025—revealing shared civic values through visual perception mapping.

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