ARA Luxury Fashion / Q3 2026 / Full Shelf Diagnostic

Every luxury house we track gets named by the machines — the contest is no longer about being seen, it is about who gets said first, and Chanel is winning that on breadth.

Why these three lead the shelf
1. Chanelchosen 36× / 11.3% / 4/4 models

Chanel appears in 11 of the 15 buyer questions, all four models name it, and it reaches first place. No house holds more places on the shelf. Its lead is breadth. It comes first in 11 of its 60 recommendation moments, four fewer than Hermès.

2. Hermèschosen 28× / 8.8% / 4/4 models

Hermès matches Chanel's reach, with 11 of the 15 questions and all four models, and holds eight fewer places. It turns presence into the first answer more often than any other house, coming first in 15 of its 60 recommendation moments.

3. Louis Vuittonchosen 28× / 8.8% / 4/4 models

Louis Vuitton holds the same 28 places as Hermès from fewer questions, 9 of the 15, and all four models name it. It comes first in 5 of its 60 recommendation moments, a third of Hermès' count.

About the AI Shelf
The AI Shelf is the short list of names an AI assistant gives when someone asks what to buy. ChatGPT, Claude, Gemini and Perplexity answer the questions a real buyer asks, and every brand they name lands on the shelf. Your customer sees it before they see yours, and nobody can pay for position on it.
Each time a model chooses a brand over every other brand it could have named, that counts once. 318 choices were made here. Slice size is share of all of them.
66.0%held by the 15 audited brands
70brands chosen in total
11.3%largest holding / Chanel
The takeaway
The shelf has a heavy head and a long, thin tail: three houses take almost a third of every place, while the 34% sitting outside the tracked set is split across nearly sixty names, none of which holds even 2%. That means there is no single challenger to defend against — the leakage is diffuse, and it clusters in specialist lanes (quiet luxury, tailoring, avant-garde) where a heritage house is not yet the reflex answer. Growth here comes from converting the questions you already appear in into first-named answers, not from fighting for visibility you already have.
ARA Chanel — chosen 36x (11.3%) / 4/4 models (Cl, GPT, Gm, Px) / 11 of 15 questions / best rank #1Hermès — chosen 28x (8.8%) / 4/4 models (Cl, GPT, Gm, Px) / 11 of 15 questions / best rank #1Louis Vuitton — chosen 28x (8.8%) / 4/4 models (Cl, GPT, Gm, Px) / 9 of 15 questions / best rank #1Dior — chosen 24x (7.5%) / 4/4 models (Cl, GPT, Gm, Px) / 12 of 15 questions / best rank #1Prada — chosen 19x (6.0%) / 4/4 models (Cl, GPT, Gm, Px) / 11 of 15 questions / best rank #1Gucci — chosen 18x (5.7%) / 4/4 models (Cl, GPT, Gm, Px) / 10 of 15 questions / best rank #1Bottega Veneta — chosen 13x (4.1%) / 4/4 models (Cl, GPT, Gm, Px) / 8 of 15 questions / best rank #1The Row — chosen 9x (2.8%) / 4/4 models (Cl, GPT, Gm, Px) / 5 of 15 questions / best rank #1Balenciaga — chosen 8x (2.5%) / 4/4 models (Cl, GPT, Gm, Px) / 4 of 15 questions / best rank #1Loewe — chosen 7x (2.2%) / 4/4 models (Cl, GPT, Gm, Px) / 5 of 15 questions / best rank #1Saint Laurent — chosen 7x (2.2%) / 3/4 models (Cl, Gm, Px) / 5 of 15 questions / best rank #2Brunello Cucinelli — chosen 6x (1.9%) / 4/4 models (Cl, GPT, Gm, Px) / 3 of 15 questions / best rank #2Miu Miu — chosen 6x (1.9%) / 3/4 models (Cl, GPT, Gm) / 3 of 15 questions / best rank #1Versace — chosen 6x (1.9%) / 4/4 models (Cl, GPT, Gm, Px) / 2 of 15 questions / best rank #1Loro Piana — chosen 5x (1.6%) / 4/4 models (Cl, GPT, Gm, Px) / 2 of 15 questions / best rank #1Brioni — chosen 4x (1.3%) / 4/4 models (Cl, GPT, Gm, Px) / 1 of 15 questions / best rank #1Comme des Garçons — chosen 4x (1.3%) / 3/4 models (Cl, GPT, Gm) / 2 of 15 questions / best rank #1Maison Margiela — chosen 4x (1.3%) / 3/4 models (Cl, GPT, Px) / 2 of 15 questions / best rank #1Burberry — chosen 3x (0.9%) / 3/4 models (Cl, GPT, Gm) / 1 of 15 questions / best rank #4Elie Saab — chosen 3x (0.9%) / 2/4 models (Cl, GPT) / 2 of 15 questions / best rank #3Giorgio Armani — chosen 3x (0.9%) / 3/4 models (Cl, Gm, Px) / 1 of 15 questions / best rank #1Issey Miyake — chosen 3x (0.9%) / 2/4 models (GPT, Px) / 2 of 15 questions / best rank #3Jil Sander — chosen 3x (0.9%) / 3/4 models (Cl, GPT, Px) / 1 of 15 questions / best rank #5Monique Lhuillier — chosen 3x (0.9%) / 3/4 models (Cl, GPT, Px) / 1 of 15 questions / best rank #1Off-White — chosen 3x (0.9%) / 3/4 models (Cl, GPT, Gm) / 1 of 15 questions / best rank #1Rick Owens — chosen 3x (0.9%) / 2/4 models (Cl, GPT) / 2 of 15 questions / best rank #2Rolex — chosen 3x (0.9%) / 3/4 models (Cl, GPT, Gm) / 1 of 15 questions / best rank #4Valentino — chosen 3x (0.9%) / 2/4 models (Cl, GPT) / 2 of 15 questions / best rank #1Vera Wang — chosen 3x (0.9%) / 3/4 models (Cl, GPT, Px) / 1 of 15 questions / best rank #1Yohji Yamamoto — chosen 3x (0.9%) / 3/4 models (Cl, GPT, Gm) / 1 of 15 questions / best rank #3Zegna — chosen 3x (0.9%) / 2/4 models (Cl, GPT) / 2 of 15 questions / best rank #3Alaïa — chosen 2x (0.6%) / 1/4 models (Cl) / 2 of 15 questions / best rank #5Alexander McQueen — chosen 2x (0.6%) / 2/4 models (GPT, Px) / 2 of 15 questions / best rank #2Celine — chosen 2x (0.6%) / 1/4 models (Gm) / 2 of 15 questions / best rank #4Givenchy — chosen 2x (0.6%) / 1/4 models (Gm) / 2 of 15 questions / best rank #3Marchesa — chosen 2x (0.6%) / 2/4 models (Cl, Gm) / 1 of 15 questions / best rank #5Oscar de la Renta — chosen 2x (0.6%) / 2/4 models (GPT, Gm) / 1 of 15 questions / best rank #1Ralph Lauren — chosen 2x (0.6%) / 2/4 models (Cl, Px) / 1 of 15 questions / best rank #3Tom Ford — chosen 2x (0.6%) / 2/4 models (GPT, Px) / 1 of 15 questions / best rank #2Ann Demeulemeester — chosen 1x (0.3%) / 1/4 models (Gm) / 1 of 15 questions / best rank #7Anrealage — chosen 1x (0.3%) / 1/4 models (Gm) / 1 of 15 questions / best rank #4Audemars Piguet x Swatch — chosen 1x (0.3%) / 1/4 models (Cl) / 1 of 15 questions / best rank #4Berluti — chosen 1x (0.3%) / 1/4 models (Cl) / 1 of 15 questions / best rank #5Berta — chosen 1x (0.3%) / 1/4 models (Gm) / 1 of 15 questions / best rank #7Carolina Herrera — chosen 1x (0.3%) / 1/4 models (Cl) / 1 of 15 questions / best rank #3Christian Louboutin — chosen 1x (0.3%) / 1/4 models (Cl) / 1 of 15 questions / best rank #5Coperni — chosen 1x (0.3%) / 1/4 models (Gm) / 1 of 15 questions / best rank #1Dolce & Gabbana — chosen 1x (0.3%) / 1/4 models (Gm) / 1 of 15 questions / best rank #7Dries Van Noten — chosen 1x (0.3%) / 1/4 models (Gm) / 1 of 15 questions / best rank #2Fear of God — chosen 1x (0.3%) / 1/4 models (Gm) / 1 of 15 questions / best rank #5Fendi — chosen 1x (0.3%) / 1/4 models (GPT) / 1 of 15 questions / best rank #4Galia Lahav — chosen 1x (0.3%) / 1/4 models (Gm) / 1 of 15 questions / best rank #5Giambattista Valli — chosen 1x (0.3%) / 1/4 models (Px) / 1 of 15 questions / best rank #4Goyard — chosen 1x (0.3%) / 1/4 models (Gm) / 1 of 15 questions / best rank #4Holford — chosen 1x (0.3%) / 1/4 models (Px) / 1 of 15 questions / best rank #3Khaite — chosen 1x (0.3%) / 1/4 models (Gm) / 1 of 15 questions / best rank #5Kiton — chosen 1x (0.3%) / 1/4 models (Cl) / 1 of 15 questions / best rank #3Lemaire — chosen 1x (0.3%) / 1/4 models (Cl) / 1 of 15 questions / best rank #7LVMH — chosen 1x (0.3%) / 1/4 models (Px) / 1 of 15 questions / best rank #2Max Mara — chosen 1x (0.3%) / 1/4 models (Gm) / 1 of 15 questions / best rank #6Mira Zwillinger — chosen 1x (0.3%) / 1/4 models (Gm) / 1 of 15 questions / best rank #4Missoni — chosen 1x (0.3%) / 1/4 models (Gm) / 1 of 15 questions / best rank #7Moncler — chosen 1x (0.3%) / 1/4 models (Cl) / 1 of 15 questions / best rank #7Patek Philippe — chosen 1x (0.3%) / 1/4 models (GPT) / 1 of 15 questions / best rank #5Rossario George — chosen 1x (0.3%) / 1/4 models (Gm) / 1 of 15 questions / best rank #3Schiaparelli — chosen 1x (0.3%) / 1/4 models (Gm) / 1 of 15 questions / best rank #7Skims — chosen 1x (0.3%) / 1/4 models (Gm) / 1 of 15 questions / best rank #7Supreme — chosen 1x (0.3%) / 1/4 models (GPT) / 1 of 15 questions / best rank #2Viktor & Rolf — chosen 1x (0.3%) / 1/4 models (Px) / 1 of 15 questions / best rank #6Vivienne Westwood — chosen 1x (0.3%) / 1/4 models (Cl) / 1 of 15 questions / best rank #38 named twice5% of the shelf31 named once10% of the shelfChanel / 36Hermès / 28Louis Vuitton / 28Dior / 24Prada / 19Gucci / 18Maison Margiela / 4Comme des Garçons / 4Brioni / 4Loro Piana / 5Versace / 6Miu Miu / 6Brunello Cucinelli / 6Saint Laurent / 7Loewe / 7Balenciaga / 8The Row / 9Bottega Veneta / 1370BRANDS / CHOSEN 318 TIMESaudited brands hold 66.0%
In the current ARA IndexNot currently in the ARA Index — shaded by rank, darkest = chosen least often
All 70 chosen — the annotated ranking
#NameChosenShareModelsBestΔ
1Chanel3611.3%4/4#1—
2Hermès288.8%4/4#1—
3Louis Vuitton288.8%4/4#1—
4Dior247.5%4/4#1—
5Prada196.0%4/4#1—
6Gucci185.7%4/4#1—
7Bottega Veneta134.1%4/4#1—
8The Row92.8%4/4#1—
9Balenciaga82.5%4/4#1—
10Loewe72.2%4/4#1—
11Saint Laurent72.2%3/4#2—
12Brunello Cucinelli61.9%4/4#2—
13Miu Miu61.9%3/4#1—
14Versace61.9%4/4#1—
15Loro Piana51.6%4/4#1—
16Brioni41.3%4/4#1—
17Comme des Garçons41.3%3/4#1—
18Maison Margiela41.3%3/4#1—
19Burberry30.9%3/4#4—
20Elie Saab30.9%2/4#3—
21Giorgio Armani30.9%3/4#1—
22Issey Miyake30.9%2/4#3—
23Jil Sander30.9%3/4#5—
24Monique Lhuillier30.9%3/4#1—
25Off-White30.9%3/4#1—
26Rick Owens30.9%2/4#2—
27Rolex30.9%3/4#4—
28Valentino30.9%2/4#1—
29Vera Wang30.9%3/4#1—
30Yohji Yamamoto30.9%3/4#3—
31Zegna30.9%2/4#3—
32Alaïa20.6%1/4#5—
33Alexander McQueen20.6%2/4#2—
34Celine20.6%1/4#4—
35Givenchy20.6%1/4#3—
36Marchesa20.6%2/4#5—
37Oscar de la Renta20.6%2/4#1—
38Ralph Lauren20.6%2/4#3—
39Tom Ford20.6%2/4#2—
40Ann Demeulemeester10.3%1/4#7—
41Anrealage10.3%1/4#4—
42Audemars Piguet x Swatch10.3%1/4#4—
43Berluti10.3%1/4#5—
44Berta10.3%1/4#7—
45Carolina Herrera10.3%1/4#3—
46Christian Louboutin10.3%1/4#5—
47Coperni10.3%1/4#1—
48Dolce & Gabbana10.3%1/4#7—
49Dries Van Noten10.3%1/4#2—
50Fear of God10.3%1/4#5—
51Fendi10.3%1/4#4—
52Galia Lahav10.3%1/4#5—
53Giambattista Valli10.3%1/4#4—
54Goyard10.3%1/4#4—
55Holford10.3%1/4#3—
56Khaite10.3%1/4#5—
57Kiton10.3%1/4#3—
58Lemaire10.3%1/4#7—
59LVMH10.3%1/4#2—
60Max Mara10.3%1/4#6—
61Mira Zwillinger10.3%1/4#4—
62Missoni10.3%1/4#7—
63Moncler10.3%1/4#7—
64Patek Philippe10.3%1/4#5—
65Rossario George10.3%1/4#3—
66Schiaparelli10.3%1/4#7—
67Skims10.3%1/4#7—
68Supreme10.3%1/4#2—
69Viktor & Rolf10.3%1/4#6—
70Vivienne Westwood10.3%1/4#3—
ARA / ALGORITHM READINESS ANALYSIS / ARACO.AI — 4 models x 15 buyer questions, top 7 answers per cell. MEASURING AI TRUST IN BRANDS.
Naming variants merged before counting: Giorgio Armani / Zegna. Query counts for merged brands are upper bounds.