ARA Luxury Fashion · Q2 2026 · Full Shelf Diagnostic

Three of the fifteen houses we audited are not on this shelf at all.

Why these three lead the shelf
1. Chanelchosen 27× / 10.9% / 4/4 models

Answers iconic, investment and the once-in-a-lifetime occasion: three different questions resolving to one house, which no other name here manages.

2. Louis Vuittonchosen 27× / 10.9% / 4/4 models

Chosen as often as Chanel but across a narrower range: it wins handbags and cultural influence. The monogram is the most documented single object in the category.

3. Hermèschosen 22× / 8.9% / 4/4 models

The fewest questions of the three and the strongest hold on the ones it answers: craft, and holding value. A narrow, uncontested position.

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. 247 choices were made here. Slice size is share of all of them.
10.9%top holding — Chanel and Louis Vuitton, tied
63.2%held by the 15 audited houses
3 of 15never named by any model
The takeaway
Heritage does not carry over automatically. Five houses hold nearly half the shelf, while three of the fifteen we audited, including Ralph Lauren, do not appear on it at all.
ARA Chanel — 27 placements (10.9%) · 4/4 models (Cl, GPT, Gm, Px) · 10 of 13 queries · best rank #1Louis Vuitton — 27 placements (10.9%) · 4/4 models (Cl, GPT, Gm, Px) · 9 of 13 queries · best rank #1Hermès — 22 placements (8.9%) · 4/4 models (Cl, GPT, Gm, Px) · 6 of 13 queries · best rank #1Dior — 20 placements (8.1%) · 4/4 models (Cl, GPT, Gm, Px) · 9 of 13 queries · best rank #1Gucci — 19 placements (7.7%) · 4/4 models (Cl, GPT, Gm, Px) · 9 of 13 queries · best rank #1Loewe — 11 placements (4.5%) · 3/4 models (Cl, Gm, Px) · 7 of 13 queries · best rank #1Bottega Veneta — 10 placements (4.0%) · 4/4 models (Cl, GPT, Gm, Px) · 7 of 13 queries · best rank #2Balenciaga — 9 placements (3.6%) · 4/4 models (Cl, GPT, Gm, Px) · 5 of 13 queries · best rank #1Prada — 8 placements (3.2%) · 3/4 models (Cl, Gm, Px) · 6 of 13 queries · best rank #3Valentino — 7 placements (2.8%) · 4/4 models (Cl, GPT, Gm, Px) · 2 of 13 queries · best rank #1Comme des Garçons — 6 placements (2.4%) · 4/4 models (Cl, GPT, Gm, Px) · 2 of 13 queries · best rank #1Maison Margiela — 6 placements (2.4%) · 4/4 models (Cl, GPT, Gm, Px) · 2 of 13 queries · best rank #1The Row — 6 placements (2.4%) · 4/4 models (Cl, GPT, Gm, Px) · 3 of 13 queries · best rank #1Versace — 5 placements (2.0%) · 4/4 models (Cl, GPT, Gm, Px) · 2 of 13 queries · best rank #1Elie Saab — 4 placements (1.6%) · 3/4 models (GPT, Gm, Px) · 2 of 13 queries · best rank #3Loro Piana — 4 placements (1.6%) · 4/4 models (Cl, GPT, Gm, Px) · 1 of 13 queries · best rank #1Brunello Cucinelli — 3 placements (1.2%) · 3/4 models (Cl, Gm, Px) · 1 of 13 queries · best rank #3Burberry — 3 placements (1.2%) · 3/4 models (Cl, Gm, Px) · 1 of 13 queries · best rank #3Saint Laurent — 3 placements (1.2%) · 2/4 models (Gm, Px) · 3 of 13 queries · best rank #3Alexander McQueen — 2 placements (0.8%) · 2/4 models (Cl, GPT) · 1 of 13 queries · best rank #4Armani — 2 placements (0.8%) · 2/4 models (Cl, Px) · 2 of 13 queries · best rank #2Brioni — 2 placements (0.8%) · 1/4 models (Cl) · 2 of 13 queries · best rank #4Celine — 2 placements (0.8%) · 2/4 models (Cl, Px) · 2 of 13 queries · best rank #5Issey Miyake — 2 placements (0.8%) · 2/4 models (Cl, GPT) · 1 of 13 queries · best rank #3Kiton — 2 placements (0.8%) · 1/4 models (Cl) · 2 of 13 queries · best rank #3Max Mara — 2 placements (0.8%) · 2/4 models (Gm, Px) · 1 of 13 queries · best rank #6Miu Miu — 2 placements (0.8%) · 1/4 models (Cl) · 2 of 13 queries · best rank #1Off-White — 2 placements (0.8%) · 2/4 models (Cl, GPT) · 1 of 13 queries · best rank #1Oscar de la Renta — 2 placements (0.8%) · 2/4 models (Cl, Gm) · 1 of 13 queries · best rank #3Rick Owens — 2 placements (0.8%) · 1/4 models (Px) · 2 of 13 queries · best rank #5Schiaparelli — 2 placements (0.8%) · 2/4 models (Cl, Gm) · 2 of 13 queries · best rank #1Stella McCartney — 2 placements (0.8%) · 1/4 models (Px) · 2 of 13 queries · best rank #6Vivienne Westwood — 2 placements (0.8%) · 2/4 models (Cl, Px) · 1 of 13 queries · best rank #4BAPE — 1 placement (0.4%) · 1/4 models (Px) · 1 of 13 queries · best rank #6Bec + Bridge — 1 placement (0.4%) · 1/4 models (Px) · 1 of 13 queries · best rank #7Carol Christian Poell — 1 placement (0.4%) · 1/4 models (Px) · 1 of 13 queries · best rank #6Carolina Herrera — 1 placement (0.4%) · 1/4 models (Gm) · 1 of 13 queries · best rank #4Cult Gaia — 1 placement (0.4%) · 1/4 models (Px) · 1 of 13 queries · best rank #5Givenchy — 1 placement (0.4%) · 1/4 models (Cl) · 1 of 13 queries · best rank #5Hussein Chalayan — 1 placement (0.4%) · 1/4 models (Gm) · 1 of 13 queries · best rank #4Iris van Herpen — 1 placement (0.4%) · 1/4 models (Gm) · 1 of 13 queries · best rank #1Jil Sander — 1 placement (0.4%) · 1/4 models (Px) · 1 of 13 queries · best rank #2Julius — 1 placement (0.4%) · 1/4 models (Px) · 1 of 13 queries · best rank #7Kith — 1 placement (0.4%) · 1/4 models (Px) · 1 of 13 queries · best rank #5Palm Angels — 1 placement (0.4%) · 1/4 models (Px) · 1 of 13 queries · best rank #7Rolex — 1 placement (0.4%) · 1/4 models (Cl) · 1 of 13 queries · best rank #3Stone Island — 1 placement (0.4%) · 1/4 models (Cl) · 1 of 13 queries · best rank #6Supreme — 1 placement (0.4%) · 1/4 models (Px) · 1 of 13 queries · best rank #4Y-3 — 1 placement (0.4%) · 1/4 models (Px) · 1 of 13 queries · best rank #4Yohji Yamamoto — 1 placement (0.4%) · 1/4 models (Px) · 1 of 13 queries · best rank #3Zimmermann — 1 placement (0.4%) · 1/4 models (Px) · 1 of 13 queries · best rank #4Zuhair Murad — 1 placement (0.4%) · 1/4 models (Gm) · 1 of 13 queries · best rank #6Moncler — never named by any model, on any of the 13 queriesRalph Lauren — never named by any model, on any of the 13 queriesTom Ford — never named by any model, on any of the 13 queries14 named twice11% of the shelf19 named once8% of the shelfChanel · 27Louis Vuitton · 27Hermès · 22Dior · 20Gucci · 19Loewe · 11Loro Piana · 4Elie Saab · 4Versace · 5The Row · 6Maison Margiela · 6Comme des Garçons · 6Valentino · 7Prada · 8Balenciaga · 9Bottega Veneta · 1055BRANDS · CHOSEN 247 TIMEScohort holds 63.2%
In the current ARA IndexNot currently in the ARA Index — shaded by rank, darkest = chosen least often
All 55 brands — the annotated ranking
#NameChosenShareModelsBestΔ
1Chanel2710.9%4/4#1
2Louis Vuitton2710.9%4/4#1
3Hermès228.9%4/4#1
4Dior208.1%4/4#1
5Gucci197.7%4/4#1
6Loewe114.5%3/4#1
7Bottega Veneta104.0%4/4#2
8Balenciaga93.6%4/4#1
9Prada83.2%3/4#3
10Valentino72.8%4/4#1
11Comme des Garçons62.4%4/4#1
12Maison Margiela62.4%4/4#1
13The Row62.4%4/4#1
14Versace52.0%4/4#1
15Elie Saab41.6%3/4#3
16Loro Piana41.6%4/4#1
17Brunello Cucinelli31.2%3/4#3
18Burberry31.2%3/4#3
19Saint Laurent31.2%2/4#3
20Alexander McQueen20.8%2/4#4
21Armani20.8%2/4#2
22Brioni20.8%1/4#4
23Celine20.8%2/4#5
24Issey Miyake20.8%2/4#3
25Kiton20.8%1/4#3
26Max Mara20.8%2/4#6
27Miu Miu20.8%1/4#1
28Off-White20.8%2/4#1
29Oscar de la Renta20.8%2/4#3
30Rick Owens20.8%1/4#5
31Schiaparelli20.8%2/4#1
32Stella McCartney20.8%1/4#6
33Vivienne Westwood20.8%2/4#4
34BAPE10.4%1/4#6
35Bec + Bridge10.4%1/4#7
36Carol Christian Poell10.4%1/4#6
37Carolina Herrera10.4%1/4#4
38Cult Gaia10.4%1/4#5
39Givenchy10.4%1/4#5
40Hussein Chalayan10.4%1/4#4
41Iris van Herpen10.4%1/4#1
42Jil Sander10.4%1/4#2
43Julius10.4%1/4#7
44Kith10.4%1/4#5
45Palm Angels10.4%1/4#7
46Rolex10.4%1/4#3
47Stone Island10.4%1/4#6
48Supreme10.4%1/4#4
49Y-310.4%1/4#4
50Yohji Yamamoto10.4%1/4#3
51Zimmermann10.4%1/4#4
52Zuhair Murad10.4%1/4#6
53Moncler00.0%0/4
54Ralph Lauren00.0%0/4
55Tom Ford00.0%0/4
ARA · ALGORITHM READINESS ANALYSIS · ARACO.AI — 4 models × 13 buyer questions, top answers per cell. MEASURING AI TRUST IN BRANDS.
Naming variants merged before counting: Armani · BAPE. Query counts for merged brands are upper bounds.