Why AI Keeps Recommending the Same Niche Perfumes

March 07, 2026

Ask AI or Google today which niche perfumes are popular, and chances are you'll see the same names appear over and over again. Brands such as Creed, Maison Francis Kurkdjian, Le Labo, Parfums de Marly, By Kilian, and BDK Parfums dominate most recommendation lists.

There is no denying that these are respected fragrance houses with remarkable creations. Yet this raises an interesting question: how niche are these brands really today?

What AI Actually Does

AI systems, search engines, and chatbots rely on existing online information. They analyze enormous amounts of content, including articles, blogs, reviews, social media posts, videos, and online stores.

This is where things become interesting.

Brands that belong to major luxury groups, such as Maison Francis Kurkdjian under LVMH or Le Labo under Estée Lauder, benefit from enormous marketing power and visibility. More content is created about them, more people discuss them, and more websites feature them.

As a result, algorithms encounter these brands far more frequently than smaller perfume houses.

The consequence is simple. When someone searches for "the best niche perfumes" or "popular niche fragrances," the same names continue to appear. Not necessarily because they are the most niche, but because they are the most visible.

When Niche Becomes Mainstream

Many of today's famous niche brands began as small, independent perfume projects. Their appeal came from creative freedom, bold compositions, and limited distribution.

Success, however, changes things.

Once a brand becomes globally available, supported by significant marketing budgets, and stocked in luxury retailers around the world, its identity inevitably evolves. This creates an interesting paradox: a fragrance house may still be labeled "niche," while selling millions of bottles every year.

Hieronder een overzicht van de parfumhuizen en de bedrijven erachter (maart 2026):

PERFUME HOUSE	COMPANY/ INVESTOR	Situation
Creed	Kering (Gucci)	Acquired by Kering Beauty in 2023
Maison Francis Kurkdjian	LVMH	Part of LVMH since 2017
Le Labo	Esteé Lauder Companies	Acquired by The Estée Lauder Companies in 2014
Parfum de Marly	Advent International Private Equity	Investment firm has held a stake in the brand since 2023
By Kilian	Esteé Lauder Companies	Acquired by The Estée Lauder Companies in 2016
Byredo	Puig	Puig became the majority shareholder in 2022
BDK Parfums	LVMH Luxury Ventures	Received a minority investment through LVMH Luxury Ventures

The Quiet World of True Niche Perfumery

Beyond the well-known names exists an enormous universe of smaller perfume houses that rarely appear in AI-generated lists.

Not because their fragrances are less interesting.

Quite the opposite.

Many of these brands work with small production runs, independent perfumers, and highly distinctive creative visions. They invest less in marketing and more in craftsmanship. As a result, they often remain invisible to algorithms.

This is precisely where some of the most exciting fragrance discoveries can be found. Perfumes that are not worn by everyone, fragrances that tell personal stories, and creations that dare to take creative risks.

Looking Beyond the Algorithm

AI is an incredible tool, but it has one limitation. It tends to show us what is already being talked about.

The most memorable discoveries often happen outside that circle.

At LABO-NOIR, we believe discovering perfume should be an experience rather than a search result. Not a list of the most searched fragrances, but a carefully curated selection of exceptional perfume houses that you won't encounter everywhere.

If you want to discover truly niche fragrances, perfumes that have not yet been flattened by the algorithm, there is really only one way to do it:

Experience them for yourself.

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March 07, 2026