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RESEARCH · Published June 22, 2026 · Updated November 7, 2026

DTC Brands Index 2.0: How AI Engines Rank DTC Brands in 12 Categories

Published June 22, 2026 · Updated November 7, 2026

× 24
12
Each category has 2 questions × 3 runs × 4 chat engines = 24 answers. Brands are…
brands
60
All previously tracked DTC brands, survivors, incumbents and competitors remain,…

Each category has 24 answers (2 questions × 3 runs × 4 chat engines). Brands are ranked only within their own category; pooled totals do not rank brands across categories.

288

AI answers analyzed across ChatGPT, Claude, Gemini and Perplexity

12

categories ranked separately; no cross-category brand leader

24

four-engine answers per category; all 60 tracked brands retained

78.7%

of Google searches showed an AI Overview (48 of 61)

Version 2. This version replaces the first version of this study, first published June 22, 2026. It uses measured counts, so the two versions are not comparable. Version 2 asks 24 questions three times each on ChatGPT, Claude, Gemini and Perplexity (288 answers) and adds Google AI Overviews. Every rate comes with its count and a 95% interval.

What the data shows

01

12 × 24

Each category has 2 questions × 3 runs × 4 chat engines = 24 answers. Brands are ranked only within their assigned category. Counts include each answer once per brand; equal counts share a competition rank. Wilson 95% intervals are descriptive; overlapping intervals do not establish a sole leader.
02

24/288 = 8.3%

Secondary pooled results use all 288 chat answers. A brand appearing only in its category is capped at 24/288 (8.3%); this is a question-design cap, not weak visibility. Cross-category mentions can exceed that cap: Nike has 12/24 sneaker answers and 20 mentions elsewhere (32/288 overall). Pooled totals are not comparable cross-category leader rankings.
03

60 brands

All previously tracked DTC brands, survivors, incumbents and competitors remain, including former brands and original operating-status notes.
04

48/61 (78.7%)

Google AI Overviews appeared on 48 of 61 searches (CI 66.9–87.1%). On the other 13, no overview was shown.
05

97/288 (33.7%)

forbes.com was cited in 97 of 288 grounded four-engine answers, with 112 of 2,265 citations (4.9%). en.wikipedia.org came second with 46 citations in 36 answers (12.5%).

Mattresses

Each category has 2 questions × 3 runs × 4 chat engines = 24 answers. Brands are ranked only within their assigned category. Counts include each answer once per brand; equal counts share a competition rank. Wilson 95% intervals are descriptive; overlapping intervals do not establish a sole leader. Highest observed count: Leesa (20/24). The top two 95% intervals overlap; neither can be called the sole leader.

RankBrandNamed answersRate95% intervalNamed firstStatus
1Leesa20/2483.3%64.1–93.3%5DTC
2Helix17/2470.8%50.8–85.1%14DTC
3Nectar15/2462.5%42.7–78.8%1DTC
4Saatva13/2454.2%35.1–72.1%3DTC
5Tuft & Needle7/2429.2%14.9–49.2%0DTC
6 (tie)Purple2/248.3%2.3–25.8%0DTC
6 (tie)Tempur-Pedic2/248.3%2.3–25.8%0Incumbent
8Casper1/244.2%0.7–20.2%0DTC; Carpenter Co. subsidiary since November 2024
9Sealy0/240.0%0.0–13.8%0Incumbent

Sneakers

Highest observed count: Allbirds (24/24).

RankBrandNamed answersRate95% intervalNamed firstStatus
1Allbirds24/24100.0%86.2–100.0%12DTC; signed an asset sale to an American Exchange Group affiliate on March 29, 2026
2Nike12/2450.0%31.4–68.6%12Incumbent
3Rothy's9/2437.5%21.2–57.3%0DTC
4Veja6/2425.0%12.0–44.9%0Competitor

Eyewear

Highest observed count: EyeBuyDirect, Warby Parker, Zenni Optical (24/24 each). These brands are tied; their display order does not break the tie.

RankBrandNamed answersRate95% intervalNamed firstStatus
1 (tie)EyeBuyDirect24/24100.0%86.2–100.0%0Online eyewear
1 (tie)Warby Parker24/24100.0%86.2–100.0%3DTC survivor
1 (tie)Zenni Optical24/24100.0%86.2–100.0%21Online eyewear
4LensCrafters2/248.3%2.3–25.8%0Incumbent
5Glasses.com0/240.0%0.0–13.8%0Online eyewear

Activewear

Highest observed count: Alo Yoga, Athleta, Girlfriend Collective, Lululemon, Vuori (24/24 each). These brands are tied; their display order does not break the tie.

RankBrandNamed answersRate95% intervalNamed firstStatus
1 (tie)Alo Yoga24/24100.0%86.2–100.0%0Not labelled
1 (tie)Athleta24/24100.0%86.2–100.0%0Incumbent
1 (tie)Girlfriend Collective24/24100.0%86.2–100.0%0DTC
1 (tie)Lululemon24/24100.0%86.2–100.0%24Incumbent
1 (tie)Vuori24/24100.0%86.2–100.0%0Competitor
6Gymshark18/2475.0%55.1–88.0%0DTC
7Outdoor Voices4/2416.7%6.7–35.9%0DTC (acquired 2024)

Skincare

Highest observed count: CeraVe, The Ordinary (23/24 each). These brands are tied; their display order does not break the tie.

RankBrandNamed answersRate95% intervalNamed firstStatus
1 (tie)CeraVe23/2495.8%79.8–99.3%11Incumbent
1 (tie)The Ordinary23/2495.8%79.8–99.3%13Competitor
3 (tie)Drunk Elephant4/2416.7%6.7–35.9%0Competitor
3 (tie)Glossier4/2416.7%6.7–35.9%0DTC survivor
5Rhode0/240.0%0.0–13.8%0DTC survivor

Men's razors

Highest observed count: Gillette (23/24).

RankBrandNamed answersRate95% intervalNamed firstStatus
1Gillette23/2495.8%79.8–99.3%12Incumbent
2Dollar Shave Club13/2454.2%35.1–72.1%11DTC
3Schick7/2429.2%14.9–49.2%0Incumbent
4Harry's2/248.3%2.3–25.8%1DTC

Luggage

Highest observed count: Briggs & Riley, Samsonite (24/24 each). These brands are tied; their display order does not break the tie.

RankBrandNamed answersRate95% intervalNamed firstStatus
1 (tie)Briggs & Riley24/24100.0%86.2–100.0%6Incumbent
1 (tie)Samsonite24/24100.0%86.2–100.0%2Incumbent
3Travelpro23/2495.8%79.8–99.3%16Incumbent
4Monos6/2425.0%12.0–44.9%0DTC
5Away3/2412.5%4.3–31.0%0DTC

Meal kits

Highest observed count: Home Chef (24/24). The top two 95% intervals overlap; neither can be called the sole leader.

RankBrandNamed answersRate95% intervalNamed firstStatus
1Home Chef24/24100.0%86.2–100.0%4Competitor
2HelloFresh23/2495.8%79.8–99.3%20Competitor
3Green Chef19/2479.2%59.5–90.8%0Competitor
4Blue Apron12/2450.0%31.4–68.6%0DTC (sold 2023)
5Factor2/248.3%2.3–25.8%0Competitor

Pet supplies

Highest observed count: Chewy (24/24). The top two 95% intervals overlap; neither can be called the sole leader.

RankBrandNamed answersRate95% intervalNamed firstStatus
1Chewy24/24100.0%86.2–100.0%18DTC survivor
2The Farmer's Dog20/2483.3%64.1–93.3%6DTC
3Petco13/2454.2%35.1–72.1%0Incumbent
4PetSmart10/2441.7%24.5–61.2%0Incumbent

Canned water

Highest observed count: Liquid Death (24/24). The top two 95% intervals overlap; neither can be called the sole leader.

RankBrandNamed answersRate95% intervalNamed firstStatus
1Liquid Death24/24100.0%86.2–100.0%14DTC survivor
2Open Water20/2483.3%64.1–93.3%10Not labelled
3Mananalu7/2429.2%14.9–49.2%0Competitor
4Flow0/240.0%0.0–13.8%0Not labelled

Clear aligners

Highest observed count: Invisalign (24/24).

RankBrandNamed answersRate95% intervalNamed firstStatus
1Invisalign24/24100.0%86.2–100.0%24Incumbent
2SmileDirectClub9/2437.5%21.2–57.3%0DTC; bankrupt and closed 2023
3Byte3/2412.5%4.3–31.0%0DTC
4Candid1/244.2%0.7–20.2%0DTC

Home fitness

Highest observed count: NordicTrack (22/24). The top two 95% intervals overlap; neither can be called the sole leader.

RankBrandNamed answersRate95% intervalNamed firstStatus
1NordicTrack22/2491.7%74.2–97.7%6Incumbent
2Peloton17/2470.8%50.8–85.1%13DTC
3Bowflex14/2458.3%38.8–75.5%5Incumbent
4Echelon5/2420.8%9.2–40.5%0Competitor

Secondary pooled results use all 288 chat answers. A brand appearing only in its category is capped at 24/288 (8.3%); this is a question-design cap, not weak visibility. Cross-category mentions can exceed that cap: Nike has 12/24 sneaker answers and 20 mentions elsewhere (32/288 overall). Pooled totals are not comparable cross-category leader rankings.

Pooled appearance chart (secondary)

Nike
11.1%
Allbirds
8.3%
Alo Yoga
8.3%
Athleta
8.3%
Briggs & Riley
8.3%
Chewy
8.3%
EyeBuyDirect
8.3%
Girlfriend Collective
8.3%
Home Chef
8.3%
Invisalign
8.3%
Liquid Death
8.3%
Lululemon
8.3%
Samsonite
8.3%
Vuori
8.3%
Warby Parker
8.3%
#NameNamed inAppearance rate95% interval
1Nike32/28811.1%8.0–15.3%
2Allbirds24/2888.3%5.7–12.1%
3Alo Yoga24/2888.3%5.7–12.1%
4Athleta24/2888.3%5.7–12.1%
5Briggs & Riley24/2888.3%5.7–12.1%
6Chewy24/2888.3%5.7–12.1%
7EyeBuyDirect24/2888.3%5.7–12.1%
8Girlfriend Collective24/2888.3%5.7–12.1%
9Home Chef24/2888.3%5.7–12.1%
10Invisalign24/2888.3%5.7–12.1%
11Liquid Death24/2888.3%5.7–12.1%
12Lululemon24/2888.3%5.7–12.1%
13Samsonite24/2888.3%5.7–12.1%
14Vuori24/2888.3%5.7–12.1%
15Warby Parker24/2888.3%5.7–12.1%

All 60 brands: pooled full list (secondary)

Secondary pooled results use all 288 chat answers. A brand appearing only in its category is capped at 24/288 (8.3%); this is a question-design cap, not weak visibility. Cross-category mentions can exceed that cap: Nike has 12/24 sneaker answers and 20 mentions elsewhere (32/288 overall). Pooled totals are not comparable cross-category leader rankings. Own-domain citation is the share of 288 grounded answers that cited the tracked name's own domains (subdomains included). Citation share is of all 2,265 citations.

#BrandNamed inAppearance rate95% intervalFirst mentionOwn-domain citationCitation share
1Nike32/28811.1%8–15.3%3.31% (3/288)0.1%
2Allbirds24/2888.3%5.7–12.1%1.51.7% (5/288)0.2%
3Alo Yoga24/2888.3%5.7–12.1%3.60% (0/288)0%
4Athleta24/2888.3%5.7–12.1%3.30% (0/288)0%
5Briggs & Riley24/2888.3%5.7–12.1%20% (0/288)0%
6Chewy24/2888.3%5.7–12.1%1.30.7% (2/288)0.1%
7EyeBuyDirect24/2888.3%5.7–12.1%2.50.7% (2/288)0.1%
8Girlfriend Collective24/2888.3%5.7–12.1%4.41% (3/288)0.1%
9Home Chef24/2888.3%5.7–12.1%1.90% (0/288)0%
10Invisalign24/2888.3%5.7–12.1%11% (3/288)0.1%
11Liquid Death24/2888.3%5.7–12.1%1.50.3% (1/288)0%
12Lululemon24/2888.3%5.7–12.1%10% (0/288)0%
13Samsonite24/2888.3%5.7–12.1%2.80% (0/288)0%
14Vuori24/2888.3%5.7–12.1%4.50% (0/288)0%
15Warby Parker24/2888.3%5.7–12.1%2.40% (0/288)0%
16Zenni Optical24/2888.3%5.7–12.1%1.10% (0/288)0%
17CeraVe23/2888%5.4–11.7%1.50% (0/288)0%
18Gillette23/2888%5.4–11.7%1.50% (0/288)0%
19HelloFresh23/2888%5.4–11.7%1.10.7% (2/288)0.1%
20The Ordinary23/2888%5.4–11.7%1.40% (0/288)0%
21Travelpro23/2888%5.4–11.7%1.31.7% (5/288)0.2%
22NordicTrack22/2887.6%5.1–11.3%1.80% (0/288)0%
23Leesa20/2886.9%4.5–10.5%30% (0/288)0%
24Open Water20/2886.9%4.5–10.5%1.53.5% (10/288)0.8%
25The Farmer's Dog20/2886.9%4.5–10.5%2.40.3% (1/288)0%
26Green Chef19/2886.6%4.3–10.1%3.30% (0/288)0%
27Gymshark18/2886.3%4–9.7%6.10% (0/288)0%
28Helix17/2885.9%3.7–9.2%1.50% (0/288)0%
29Peloton17/2885.9%3.7–9.2%1.20% (0/288)0%
30Nectar15/2885.2%3.2–8.4%2.70% (0/288)0%

All 60 brands: pooled full list (secondary) (continued)

None means no own site is tracked for that name.

#BrandNamed inAppearance rate95% intervalFirst mentionOwn-domain citationCitation share
31Bowflex14/2884.9%2.9–8%2.10% (0/288)0%
32Dollar Shave Club13/2884.5%2.7–7.6%1.20% (0/288)0%
33Petco13/2884.5%2.7–7.6%2.20.7% (2/288)0.1%
34Saatva13/2884.5%2.7–7.6%1.90% (0/288)0%
35Blue Apron12/2884.2%2.4–7.1%3.10% (0/288)0%
36PetSmart10/2883.5%1.9–6.3%30.3% (1/288)0%
37Rothy's9/2883.1%1.7–5.8%2.80% (0/288)0%
38SmileDirectClub9/2883.1%1.7–5.8%20% (0/288)0%
39Mananalu7/2882.4%1.2–4.9%2.60% (0/288)0%
40Schick7/2882.4%1.2–4.9%20% (0/288)0%
41Tuft & Needle7/2882.4%1.2–4.9%3.90% (0/288)0%
42Monos6/2882.1%1–4.5%3.70.7% (2/288)0.1%
43Veja6/2882.1%1–4.5%31% (3/288)0.1%
44Echelon5/2881.7%0.7–4%3.20% (0/288)0%
45Drunk Elephant4/2881.4%0.5–3.5%3.80% (0/288)0%
46Glossier4/2881.4%0.5–3.5%3.30% (0/288)0%
47Outdoor Voices4/2881.4%0.5–3.5%7.30% (0/288)0%
48Away3/2881%0.4–3%3.30% (0/288)0%
49Byte3/2881%0.4–3%2.7NoneNone
50Factor2/2880.7%0.2–2.5%40% (0/288)0%
51Harry's2/2880.7%0.2–2.5%20.3% (1/288)0%
52LensCrafters2/2880.7%0.2–2.5%40% (0/288)0%
53Purple2/2880.7%0.2–2.5%2.50% (0/288)0%
54Tempur-Pedic2/2880.7%0.2–2.5%3.50% (0/288)0%
55Candid1/2880.3%0.1–1.9%30.3% (1/288)0%
56Casper1/2880.3%0.1–1.9%20% (0/288)0%
57Flow0/2880%0–1.3%–0.3% (1/288)0%
58Glasses.com0/2880%0–1.3%–0% (0/288)0%
59Rhode0/2880%0–1.3%–0% (0/288)0%
60Sealy0/2880%0–1.3%–0% (0/288)0%

Pooled brand profiles (secondary)

#NameAppearance rateAnswers and intervalOther measures
1Nike11.1%32/288 answers · 95% CI 8–15.3%first-mention position: 3.3; owned-domain citation (3/288): 1%; citation share: 0.1%
2Allbirds8.3%24/288 answers · 95% CI 5.7–12.1%first-mention position: 1.5; owned-domain citation (5/288): 1.7%; citation share: 0.2%
3Alo Yoga8.3%24/288 answers · 95% CI 5.7–12.1%first-mention position: 3.6; owned-domain citation (0/288): 0%; citation share: 0%
4Athleta8.3%24/288 answers · 95% CI 5.7–12.1%first-mention position: 3.3; owned-domain citation (0/288): 0%; citation share: 0%
5Briggs & Riley8.3%24/288 answers · 95% CI 5.7–12.1%first-mention position: 2; owned-domain citation (0/288): 0%; citation share: 0%
6Chewy8.3%24/288 answers · 95% CI 5.7–12.1%first-mention position: 1.3; owned-domain citation (2/288): 0.7%; citation share: 0.1%
7EyeBuyDirect8.3%24/288 answers · 95% CI 5.7–12.1%first-mention position: 2.5; owned-domain citation (2/288): 0.7%; citation share: 0.1%
8Girlfriend Collective8.3%24/288 answers · 95% CI 5.7–12.1%first-mention position: 4.4; owned-domain citation (3/288): 1%; citation share: 0.1%

Secondary pooled results use all 288 chat answers. A brand appearing only in its category is capped at 24/288 (8.3%); this is a question-design cap, not weak visibility. Cross-category mentions can exceed that cap: Nike has 12/24 sneaker answers and 20 mentions elsewhere (32/288 overall). Pooled totals are not comparable cross-category leader rankings. See the category-by-engine table for comparable within-category counts.

ChatGPT

72 asked · 72 returned · 72 grounded

Pooled engine charts (secondary)

Nike
11.1%
Allbirds
8.3%
Alo Yoga
8.3%
Athleta
8.3%
Briggs & Riley
8.3%
Chewy
8.3%

Claude

72 asked · 72 returned · 72 grounded

Nike
12.5%
Allbirds
8.3%
Alo Yoga
8.3%
Athleta
8.3%
Briggs & Riley
8.3%
Chewy
8.3%

Gemini

72 asked · 72 returned · 72 grounded

Nike
8.3%
Allbirds
8.3%
Alo Yoga
8.3%
Athleta
8.3%
Briggs & Riley
8.3%
Chewy
8.3%

Perplexity

72 asked · 72 returned · 72 grounded

Nike
12.5%
Allbirds
8.3%
Alo Yoga
8.3%
Athleta
8.3%
Briggs & Riley
8.3%
Chewy
8.3%

Google AI Overviews were captured through 61 U.S. desktop searches and scored only where an overview appeared, so five-engine figures use 288 + 48 = 336 answers. Secondary pooled results use all 288 chat answers. A brand appearing only in its category is capped at 24/288 (8.3%); this is a question-design cap, not weak visibility. Cross-category mentions can exceed that cap: Nike has 12/24 sneaker answers and 20 mentions elsewhere (32/288 overall). Pooled totals are not comparable cross-category leader rankings.

Google AI Overviews (secondary pooled results)

79%

Trigger rate: 48 of 61 searches

Google AI Overviews appeared on 48 of 61 searches (78.7%, CI 66.9–87.1%). The other 13 searches showed no overview.

Five-engine rankNameFive-engine rateFour-engine rank
1Nike10.4%1
2Briggs & Riley8.9%5
3Samsonite8.9%13
4Lululemon8.6%12
5Travelpro8.6%21
6Home Chef8.3%9
7Alo Yoga8.0%3
8Athleta8.0%4
9EyeBuyDirect8.0%7
10Invisalign8.0%10

Google AI Overview mentions by category

Secondary only. Denominator is the number of returned overviews within that category, not 24 chat answers. Failed lookups are excluded, not scored as zero.

CategoryBrandNamed / shown overviewsRate
MattressesLeesa3/650.0%
MattressesHelix0/60.0%
MattressesNectar0/60.0%
MattressesSaatva3/650.0%
MattressesTuft & Needle0/60.0%
MattressesPurple0/60.0%
MattressesTempur-Pedic0/60.0%
MattressesCasper0/60.0%
MattressesSealy0/60.0%
SneakersAllbirds2/2100.0%
SneakersNike1/250.0%
SneakersRothy's0/20.0%
SneakersVeja2/2100.0%
EyewearEyeBuyDirect3/3100.0%
EyewearWarby Parker3/3100.0%
EyewearZenni Optical3/3100.0%
EyewearLensCrafters0/30.0%
EyewearGlasses.com0/30.0%
ActivewearAlo Yoga3/560.0%
ActivewearAthleta3/560.0%

Google AI Overview mentions by category (continued)

CategoryBrandNamed / shown overviewsRate
ActivewearGirlfriend Collective2/540.0%
ActivewearLululemon5/5100.0%
ActivewearVuori2/540.0%
ActivewearGymshark2/540.0%
ActivewearOutdoor Voices0/50.0%
SkincareCeraVe2/2100.0%
SkincareThe Ordinary2/2100.0%
SkincareDrunk Elephant0/20.0%
SkincareGlossier0/20.0%
SkincareRhode0/20.0%
Men's razorsGillette2/540.0%
Men's razorsDollar Shave Club3/560.0%
Men's razorsSchick2/540.0%
Men's razorsHarry's0/50.0%
LuggageBriggs & Riley6/6100.0%
LuggageSamsonite6/6100.0%
LuggageTravelpro6/6100.0%
LuggageMonos3/650.0%
LuggageAway0/60.0%
Meal kitsHome Chef4/4100.0%

Google AI Overview mentions by category (continued)

CategoryBrandNamed / shown overviewsRate
Meal kitsHelloFresh4/4100.0%
Meal kitsGreen Chef3/475.0%
Meal kitsBlue Apron0/40.0%
Meal kitsFactor3/475.0%
Pet suppliesChewy2/366.7%
Pet suppliesThe Farmer's Dog1/333.3%
Pet suppliesPetco1/333.3%
Pet suppliesPetSmart1/333.3%
Canned waterLiquid Death3/3100.0%
Canned waterOpen Water2/366.7%
Canned waterMananalu0/30.0%
Canned waterFlow0/30.0%
Clear alignersInvisalign3/3100.0%
Clear alignersSmileDirectClub2/366.7%
Clear alignersByte0/30.0%
Clear alignersCandid0/30.0%
Home fitnessNordicTrack3/650.0%
Home fitnessPeloton6/6100.0%
Home fitnessBowflex3/650.0%
Home fitnessEchelon0/60.0%

Who each question surfaces first

Six questions from the set. Each tile uses that question's own four-engine answers as the denominator.

QuestionLeaderNextAI Overview
Q01 · 12 answersLeesa 66.7%Helix 41.7%; Nectar 41.7%AI Overview shown on 3 of 3 searches
Q02 · 12 answersSaatva 100.0%Helix 100.0%; Leesa 100.0%AI Overview shown on 3 of 3 searches
Q03 · 12 answersAllbirds 100.0%Rothy's 33.3%; Veja 16.7%AI Overview shown on 1 of 3 searches
Q04 · 12 answersZenni Optical 100.0%Warby Parker 100.0%; EyeBuyDirect 100.0%AI Overview shown on 3 of 3 searches
Q05 · 12 answersLululemon 100.0%Alo Yoga 100.0%; Girlfriend Collective 100.0%AI Overview shown on 2 of 3 searches
Q06 · 12 answersCeraVe 91.7%The Ordinary 91.7%; Glossier 8.3%AI Overview shown on 2 of 3 searches

The four engines produced 2,265 citations in total. forbes.com was cited most often, with 112 citations (4.9%) across 97 answers. Next came en.wikipedia.org (46), cnet.com (42), goodhousekeeping.com (42), outdoorgearlab.com (39), youtube.com (39).

Four AI engines · share of 288 grounded answers

Most-cited domains

forbes.com
33.7%
cnet.com
14.6%
outdoorgearlab.com
13.5%
youtube.com
13.5%
en.wikipedia.org
12.5%
goodhousekeeping.com
12.5%
cnn.com
10.8%
nbcnews.com
9.0%
reddit.com
8.0%
fortune.com
7.3%

Google AI Overviews · share of 48 overviews

google.com
54.2%
youtube.com
52.1%
reddit.com
35.4%
outdoorgearlab.com
18.8%
naplab.com
12.5%
cntraveler.com
12.5%
garagegymreviews.com
12.5%
nytimes.com
12.5%
packhacker.com
12.5%
amazon.com
10.4%

Citation share by source type

Share of all citations by the type of site cited.

Source typeFour AI engines (of 2,265 citations)Google AI Overviews (of 291 citations)
Other / unclassified799 (35.3%)70 (24.1%)
General news / business press704 (31.1%)29 (10%)
Review / comparison publishers326 (14.4%)24 (8.2%)
Company / brand sites166 (7.3%)89 (30.6%)
Community / social68 (3%)73 (25.1%)
Reference46 (2%)0 (0%)
Research / data providers39 (1.7%)0 (0%)
Directories / rankings31 (1.4%)1 (0.3%)
Institutions / trade bodies29 (1.3%)0 (0%)
Trade / specialist press26 (1.1%)4 (1.4%)
Health publishers23 (1%)1 (0.3%)
Official / government5 (0.2%)0 (0%)
General news / sports media3 (0.1%)0 (0%)

How can a DTC brand improve its AI visibility?

These steps follow from the measured results above. They describe what the engines cited in this study and are not a guarantee of results.

StepWhat this study measured
Put your facts on your own domain.Allbirds' own domains were cited in 1.7% of grounded answers, Nike's in 1.0% and Invisalign's in 1.0%.
Keep your facts accurate on the sites engines cite.The most-cited sites other than the tracked names' own were forbes.com (in 33.7% of grounded answers), cnet.com (14.6%), outdoorgearlab.com (13.5%), youtube.com (13.5%) and en.wikipedia.org (12.5%). General news and business press supplied 31.1% of citations and review and comparison publishers 14.4%.
Check each engine separately.Claude named Nike in 12.5% of answers against 8.3% on Gemini.
Do not ignore video and community sites.Community and social sites supplied 12.8% of Google AI Overview citations against 3.0% in the four chat engines. youtube.com was cited in 52.1% of overviews, reddit.com in 35.4% and instagram.com in 6.3%.
Watch names outside the tracked list.ClearCorrect (18 answers), Vanicream (17 answers), EveryPlate (16 answers), La Roche-Posay (16 answers), Cariuma (14 answers) were named often but were not tracked.
Re-run the same questions every month.Compare counts and intervals, not ranks. The 24 questions are in the appendix.

What AI answers

Is there an overall cross-category brand leader?

No. Secondary pooled results use all 288 chat answers. A brand appearing only in its category is capped at 24/288 (8.3%); this is a question-design cap, not weak visibility. Cross-category mentions can exceed that cap: Nike has 12/24 sneaker answers and 20 mentions elsewhere (32/288 overall). Pooled totals are not comparable cross-category leader rankings.

How are category rankings and ties calculated?

Each category has 2 questions × 3 runs × 4 chat engines = 24 answers. Brands are ranked only within their assigned category. Counts include each answer once per brand; equal counts share a competition rank. Wilson 95% intervals are descriptive; overlapping intervals do not establish a sole leader.

Which brands have the highest observed count in each category?

mattresses: Leesa (20/24 each); sneakers: Allbirds (24/24 each); eyewear: EyeBuyDirect, Warby Parker, Zenni Optical (24/24 each); activewear: Alo Yoga, Athleta, Girlfriend Collective, Lululemon, Vuori (24/24 each); skincare: CeraVe, The Ordinary (23/24 each); men's razors: Gillette (23/24 each); luggage: Briggs & Riley, Samsonite (24/24 each); meal kits: Home Chef (24/24 each); pet supplies: Chewy (24/24 each); canned water: Liquid Death (24/24 each); clear aligners: Invisalign (24/24 each); home fitness: NordicTrack (22/24 each). Tied counts share a rank; consult category intervals before interpreting differences.

How often do Google AI Overviews appear for these questions?

An overview appeared on 48 of 61 searches (78.7%, CI 66.9–87.1%). Within-category brand mentions appear in the separate category AIO table.

Which sources do the engines cite?

Across 2,265 four-engine citations, forbes.com was cited most (112 citations, in 97 of 288 grounded answers), followed by en.wikipedia.org (46 citations).

How this study was measured

24 questions × 3 runs each × 4 AI engines = 288 answers + 61 Google searches · 48 AI Overviews

24 questions asked three times on each of ChatGPT, Claude, Gemini and Perplexity, measured October 30 to 31, 2026. United States, English; Google retrieval uses desktop results. Models: gpt-5-mini, claude-sonnet-5-5, gemini-3.6-flash only, sonar-pro. Google AI Overviews come from DataForSEO, not inferred chat answers. Appearance counts returned text, including ungrounded answers; citation rates use grounded answers. Longer overlapping names suppress shorter ones; First mention is the earliest eligible name order. Own-domain rates include declared domains and subdomains; shared parent scopes may count for multiple names and cannot be summed as unique citations. Each category has 2 questions × 3 runs × 4 chat engines = 24 answers. Brands are ranked only within their assigned category. Counts include each answer once per brand; equal counts share a competition rank. Wilson 95% intervals are descriptive; overlapping intervals do not establish a sole leader.

EngineModel IDs calledAskedReturnedGrounded
ChatGPTgpt-5-mini727272
Claudeclaude-sonnet-5-5727272
Geminigemini-3.6-flash727272
Perplexitysonar-pro727272
Google AI OverviewsDataForSEO Google SERP (live, advanced)6148 shown48

Own-domain citations count a domain plus all its subdomains, with the same rule in every table.

Definitions

  • Appearance rate: answers naming the tracked name ÷ answers returned, with Wilson 95% intervals.
  • First mention: average order in which the tracked name first appears (1 = first).
  • Own-domain citation: grounded answers citing the tracked name's domains ÷ grounded answers.
  • Citation share: citations to the tracked name's domains ÷ all citations.

Limits

  • Only 60 tracked brands are ranked; results are not an exhaustive market ranking.
  • Only the tracked brands were scored. Untracked names that appeared often were not scored, including ClearCorrect (18 answers), Vanicream (17 answers), EveryPlate (16 answers), La Roche-Posay (16 answers), Cariuma (14 answers).
  • Answers were collected over two days, October 30 and 31, 2026. 349 of 360 planned results were returned. 11 AI Overview lookups were excluded after at most three total attempts.
  • 61 successful Google searches: 48 overviews shown; 13 without an overview. Failures are excluded, not scored as zero. All returned chat answers had search sources.
  • Names with no tracked own site are shown as None. Source types use Company / brand sites only for verified official organisations; other unresolved sites are Other / unclassified.
  • Wilson 95% intervals are descriptive; overlapping leading intervals do not establish a sole leader. Measurements do not endorse medical, legal, financial or product claims.
  • Status is the earlier edition's group (DTC, DTC survivor or incumbent); "Competitor" marks main competitors added in this edition; "Not labelled" means neither. Status notes come from public reports: Casper has been a Carpenter Co. subsidiary since November 2024; SmileDirectClub shut down after its 2023 bankruptcy; Blue Apron was sold in 2023; Outdoor Voices was acquired in 2024; Allbirds agreed on March 29, 2026 to sell its footwear assets and brand to an American Exchange Group affiliate; it is still sold as Allbirds.
  • Answers came from each engine's API (model IDs above); the consumer apps can answer differently.

The 24 questions

Questions marked "Core question" are the original study questions, asked word for word. The others are added neutral questions.

#QuestionGroupSource
01What is the best mattress in a box?DTC Brands Index 2.0Core question
02Which online mattress brands are worth buying?DTC Brands Index 2.0Core question
03What are the most comfortable sustainable sneakers?DTC Brands Index 2.0Core question
04Where is the best place to buy prescription glasses online?DTC Brands Index 2.0Core question
05What are the best activewear brands for women?DTC Brands Index 2.0Core question
06What are the best skincare brands for a simple routine?DTC Brands Index 2.0Core question
07What is the best razor subscription?DTC Brands Index 2.0Core question
08What is the best carry-on luggage brand?DTC Brands Index 2.0Core question
09Which meal kit delivery service is best?DTC Brands Index 2.0Core question
10Where is the best place to buy pet food online?DTC Brands Index 2.0Core question
11What are the best canned water brands?DTC Brands Index 2.0Core question
12What are the best clear aligner options?DTC Brands Index 2.0Core question
13What is the best at-home exercise bike?DTC Brands Index 2.0Core question
14Which sneaker brands use recycled materials?DTC Brands Index 2.0Added question
15What are the best affordable eyeglasses brands?DTC Brands Index 2.0Added question
16What are the best leggings brands?DTC Brands Index 2.0Added question
17What are the best minimalist skincare brands?DTC Brands Index 2.0Added question
18What are the best razors for men?DTC Brands Index 2.0Added question
19What is the best checked luggage brand?DTC Brands Index 2.0Added question
20What is the best meal kit for families?DTC Brands Index 2.0Added question
21What is the best pet food delivery service?DTC Brands Index 2.0Added question
22Which canned water brands are most sustainable?DTC Brands Index 2.0Added question
23Which clear aligner brands are most popular?DTC Brands Index 2.0Added question
24What is the best home gym equipment brand?DTC Brands Index 2.0Added question

About 5W

5W is an independent PR, creative and GEO agency founded in 2003, and we get you in the chatbox. All of our work is done in house, including media relations, site building and content. Learn more about our GEO practice or write to info@5wpr.com.

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