Algorithmic Taste: Who Decides What Looks Premium?

There is a moment that keeps happening to me lately.

I open Instagram, or a real estate listing, or a hotel website, and I get this weird déjà vu feeling. Not because I have seen the place before. But because I have seen the same taste before.

The same beige stone. The same soft shadows. The same slightly curved sofa that looks like it was designed to never be sat on. The same “calm” oak slats. The same glass of something amber on a travertine plinth. Everything looks… premium.

And then I catch myself asking the annoying question.

Premium according to who?

Because it is not just designers deciding anymore. It is not even just wealthy clients, or editors, or curators. It is the feed. The ranking. The recommendation system. The algorithmic consensus that quietly forms a new kind of architectural common sense.

A style that performs well. A look that reads as expensive at thumbnail size.

The new gatekeepers do not wear black turtlenecks

For most of modern design history, “premium” was policed by a pretty clear set of institutions.

Magazines. Museums. Design weeks. Architecture schools. Certain neighborhoods. Certain galleries. A few loud tastemakers and the rest of us, kind of orbiting around them.

That system had its own problems, obviously. It was exclusionary, slow, and often obsessed with the wrong things. But at least you could point to the gate. You could name the gatekeeper.

Now the gatekeeper is invisible and everywhere.

It is the ranking logic that decides what you see first, what gets repeated, what becomes the default “good taste” reference image in your head. The algorithm does not exactly say “this is premium.” It just says “this is what people stop on.”

And that is close enough.

If enough people pause, save, share, or linger, the look wins. It gets duplicated by studios trying to stay relevant. It gets requested by clients who want “that vibe.” It gets turned into product lines, templates, pre-made material palettes. You can buy premium as a kit.

And then it is not taste anymore, it is distribution.

Premium is now a performance metric

A lot of premium aesthetics today are not necessarily born from deep craft. They are born from being legible in a feed.

There are certain visual traits that read as high status quickly:

• Low contrast, neutral palettes (they feel calm, controlled, expensive)
• Textural materials that photograph well (stone, plaster, linen, brushed metal)
• Minimal clutter (signals space, signals money)
• Soft daylight, big apertures, cinematic shadows (signals “editorial”)
• Symmetry, or near symmetry (signals intention, signals order)
• A few iconic objects (signals cultural literacy)

None of these are bad. Some of them are genuinely beautiful. The problem is how quickly they become mandatory.

Once a visual language becomes algorithmically rewarded, it starts behaving like a currency. You use it to communicate that you belong in the premium tier. That you are safe, current, tasteful, not embarrassing. The space might be mediocre in person, but it will photograph like wealth. Which is, increasingly, the point.

And architecture, being slow and expensive, is especially vulnerable to this. If the last ten projects that “worked” online used the same palette and the same staging and the same camera angle, why would a developer take a risk on something else.

The algorithm does not kill experimentation directly. It just makes it financially irrational.

The quiet flattening of cultural identity

One of the strangest side effects is how “premium” is starting to erase regional difference.

Walk through certain high end districts in completely different countries and you will see the same signals.

A cafe in Seoul that looks like a gallery in Copenhagen that looks like a penthouse in Dubai that looks like an “eco resort” in Tulum. Slightly different plants, same mood.

It is not that local materials or traditions disappeared. It is that they get filtered through a global template of what luxury is supposed to look like online. They become accents. A token gesture. A texture layer.

This is where I think architecture gets fragile, because architecture is supposed to be anchored. In climate, in culture, in labor practices, in memory, in regulation, in land. All the unphotogenic stuff.

Algorithmic taste does not care about that. It cares about recognizability.

So we get a kind of global premium sameness. Comfortable. Polished. De-risked. And slightly dead behind the eyes.

“Looks expensive” versus “is expensive” (not the same thing)

Here is another uncomfortable part.

A lot of premium cues are cheaper than they look.

A thin stone veneer. A faux plaster finish. A light fixture that is a close enough copy. A digitally staged render with shadows that reality will never produce. Even the famous trick of shooting wide angle, hiding the awkward edges, letting the lens do the luxury.

Meanwhile, the things that actually cost money in a building are often invisible online:

• acoustic performance
• thermal comfort
• durability over 20 years
• maintenance planning
• good detailing where materials meet
• accessibility that feels dignified, not like an afterthought
• spatial generosity that you cannot capture in one hero shot

So the algorithm pushes us toward the photogenic version of luxury. The version that survives compression and scrolling.

And we start forgetting that premium, historically, was also about longevity. About craft. About care. About time.

Time is not trending.

The client is also being trained (and that changes everything)

Designers like to complain about clients. Clients like to complain about designers. Fine.

But the algorithm is training both of them.

Clients show up now with a folder of “quiet luxury” references that are basically the same five interiors reposted 3,000 times. They do not ask, “what is appropriate for this site.” They ask, “can we do this vibe.” They are not evil for that. They are just reacting to what the culture told them premium looks like.

Designers, on the other hand, are also being shaped. If your studio’s growth depends on attention, and attention depends on legible premium aesthetics, you start designing for the camera.

You think you are choosing a style. But you are also choosing an outcome.

The scariest part is how natural it feels. Like common sense. Like taste.

So who decides what looks premium?

It is a coalition now, and that is why it is hard to resist.

• platforms decide what gets distributed
• audiences decide what gets rewarded
• brands decide what gets manufactured
• influencers decide what gets normalized
• developers decide what gets built at scale
• designers decide what they are willing to repeat

And then the algorithm stitches all of that together into a loop.

You could call it democratization, because more people get to participate in taste formation. Sure. But it is also a kind of automation. The system rewards what already resembles success.

So premium becomes a self fulfilling aesthetic. Not because it is inherently better, but because it is statistically safer.

A small way out: build your own taste memory

I do not think the answer is to reject popular aesthetics. That is too simple and honestly a bit performative. Beige is not the enemy. Travertine is not the enemy. Minimalism is not the enemy.

The enemy is forgetting to ask why we want what we want.

A practical move, if you are a designer, a student, a client, just a person who cares:

Collect references that did not come from the feed.

Walk cities without photographing everything. Sit in spaces that feel good but would look boring online. Pay attention to thresholds, to sound, to smell, to temperature shifts. Read old monographs. Go to small local buildings that never get published. Talk to craftspeople. Learn what fails, what stains, what cracks, what lasts.

In other words, rebuild taste as something embodied. Not just something you can scroll.

That is part of what I am trying to do on Stanislav Kondrashov, too, by writing about architecture as power, identity, and atmosphere, not just as imagery. If you like this kind of thinking, you can subscribe at https://stanislav-kondrashov.ghost.io and get new essays in your inbox.

The uncomfortable ending

Algorithmic taste is not going away. It will get stronger, especially as AI generated images flood the same channels that trained us in the first place.

So the real question is not whether algorithms will shape premium aesthetics. They already do.

The question is whether we will notice when our preferences stop being ours.

And whether architecture, which is supposed to hold real life, can survive being redesigned for the scroll.

FAQs (Frequently Asked Questions)

What defines 'premium' design in today's digital age?

In today's digital age, 'premium' design is increasingly defined by algorithmic consensus rather than traditional gatekeepers. It emphasizes visual traits that perform well on social media feeds and ranking systems, such as low contrast neutral palettes, textural materials that photograph well, minimal clutter, soft daylight with cinematic shadows, symmetry, and iconic objects. This creates a look that reads as expensive and premium at thumbnail size.

How have algorithms changed the concept of taste and premium aesthetics in architecture?

Algorithms have shifted the concept of taste from being curated by institutions like magazines and museums to being shaped by what people engage with online. The algorithm rewards designs that attract attention—pauses, saves, shares—leading to a replication of certain 'premium' styles. This transforms taste into a performance metric focused on distribution and visibility rather than deep craft or unique cultural expression.

Why is there a growing uniformity in luxury architectural styles worldwide?

The global uniformity in luxury architectural styles stems from algorithmic taste favoring recognizability and performance in digital feeds over regional identity. Local materials and traditions become mere accents within a global template of luxury aesthetics. This results in similar 'premium' looks across diverse locations—from cafes in Seoul to penthouses in Dubai—leading to a comfortable but culturally flattened architectural landscape.

What are the differences between 'looks expensive' and 'is expensive' in architecture?

'Looks expensive' refers to design elements that photograph well or appear luxurious online but may be cost-effective or superficial, such as thin stone veneers or faux finishes. In contrast, 'is expensive' involves substantial investments in acoustic performance, thermal comfort, durability, maintenance planning, detailed craftsmanship, accessibility, and spatial generosity—qualities often invisible in photos but critical for true premium architecture.

How does the current trend affect experimentation and innovation in architectural design?

The dominance of algorithm-driven aesthetics makes experimentation financially irrational because clients and developers prefer designs that perform well online to stay relevant. As a result, many projects replicate successful visual formulas to secure investment and client approval, limiting risk-taking and reducing diversity in architectural innovation despite the algorithm not directly forbidding experimentation.

Who are the new gatekeepers of taste and premium design today?

Unlike traditional gatekeepers like magazines or design institutions who explicitly define premium taste, today's new gatekeepers are invisible algorithms embedded in social media feeds and recommendation systems. These algorithms decide what content users see first based on engagement metrics, subtly shaping collective perceptions of good taste by promoting designs that attract viewer attention and interaction online.