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Wine & Spirits
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McBride Sisters Collection

McBride Sisters Collection

AI visibility and ranking for Wine & Spirits: United States

Wine & Spirits [US]
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Oakland winery running a direct shop and wine club; the largest Black-owned and all-women-founded US wine company.

McBride Sisters Collection
appears in
0.3
% of measured AI answers in this industry and market.

Found score

Track McBride Sisters Collection’s AI visibility weekly →

AI visibility scores and ranking

Data through

October 25, 2026

Updated

October 25, 2026

Latest scan visibility

0.2

October 25, 2026

Overall visibility

0.3

21 August 2026 – 25 October 2026 (scans 1–11)

Industry rank

31

Within this industry and market

Published scan history

Across 11 recorded scans from 21 August 2026 to 25 October 2026, McBride Sisters Collection's single-scan score moved from 0.2% to 0.2%, unchanged (0.0 percentage points). Latest recorded scan 0.2% on 25 October 2026; combined-window score 0.3%.

View recorded scan history
Individual recorded scans. Each row is one scan on one date. The published combined-window score is 0.3% over 21 August 2026 – 25 October 2026, measured across every answer in that window — a different sample from any single row below.
Scan dateSingle-scan score
21 August 20260.2%
24 August 20260.4%
30 August 20260.2%
6 September 20260.2%
13 September 20260.4%
20 September 20260.9%
27 September 20260.7%
4 October 20260.0%
11 October 20260.4%
18 October 20260.0%
25 October 20260.2%

Latest scan = one scan. Overall visibility = all answers in the published window.

Visibility across AI platforms

Share of answers naming this brand

Chat GPT logo

ChatGPT

0.2%

Perplexity Logo

Perplexity

0.8%

Google logo with a multicolored capital G in blue, red, yellow, and green.

AI Overviews

0.0%

21 August 2026 – 25 October 2026 (scans 1–11)

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Perplexity names McBride Sisters Collection most often.

It appears in 0.8% of collected Perplexity answers and 0.0% of Google AI Overviews answers: a difference of 0.8 percentage points within the published window. This describes where mentions occur; it does not establish why the platforms differ.

Named across 7 of 150 questions.

McBride Sisters Collection appears in at least one collected answer to 4.7% of the tracked questions. That is question coverage; the 0.3% visibility score measures its share of individual answers.

Across 11 published scans, visibility ranged from 0.0% to 0.9%. The latest scan was 0.2% on 25 October 2026. Individual scan scores and the published-window score describe different samples.

How this brand compares.

View the full industry list

Industry list

In the same market.

Compare brands using the same question set and published window.

21 August 2026 – 25 October 2026 (scans 1–11)

Named in the sample

Prompts that surface this brand

The brand is named in at least one collected answer to each of these questions.

  • Best Mother's Day wine gift America
  • Best boutique American wineries
  • Best boutique wine labels America
  • Best independent American wineries
  • Best monthly wine subscription America
  • Best small American wine producers

Examples from the published question set. A mention on one platform does not mean every platform names the brand.

Other brands in these answers

Prompts that surface other brands

Different shopping needs can bring other brands into view. An absence here does not necessarily signal a problem.

  • Best independent American distilleries (Westward Whiskey, St. George Spirits, Koval Distillery)
  • Best boutique American distilleries (St. George Spirits, Kings County Distillery, Westward Whiskey)
  • Best American whiskey distilleries (Westland Distillery, Stranahan's, Garrison Brothers)
  • Best American spirits brands (WhistlePig, Stranahan's, St. George Spirits)
  • Best American spirits brands right now (WhistlePig, New Riff Distilling, Stranahan's)
  • Best American spirits for gifting (Garrison Brothers, Barr Hill, Kings County Distillery)

Competitor names are shown where they appear in the collected examples.

Recorded AI questions and answers

Recorded examples from the scan. Each card pairs a shopper’s prompt with an excerpt from the AI response.

ChatGPT

The question asked

Best boutique wine labels America

From the recorded answer

!Homepage | McBride Sisters Collection …
Read recorded answer

Recorded answer text · ChatGPT · 25 October 2026

If you're looking for the best boutique wine labels in America, I'd focus on independent, small-production wineries with distinctive bottle design, a strong sense of place, and wines that appeal to collectors and design-conscious consumers.

There are two ways to interpret “best”: the best boutique wine brands to drink and collect, or the most visually compelling wine labels and branding\. The most interesting wineries often excel at both.

## 8 American boutique wine labels worth knowing

![Fresh from Sta. Rita Hills: The Set - Leon & Son Wine and Spirits](

1\. The Set - California

(Best modern aesthetic)

Art-forward, youthful branding paired with organically farmed, cool-climate wines. A compelling reference for contemporary premium wine positioning. daily.sevenfifty.com

Style: modern, expressive, understated luxury

---

!Southold Farm + Cellar | Texas, USA | MYSA Natural Wine

2\. Southold Farm + Cellar - Texas

Typography-led labels, tactile finishes and memorable wine names such as Love Amongst Wolves\. Excellent inspiration for sophisticated packaging without excessive ornament. thedieline.com

Style: literary, tactile, quietly premium

---

!Studio Elana Schlenker: Usonia wine packaging

3\. Usonia - New York

Color blocking, surreal illustrations and unconventional typography create a distinctive identity across its minimal-intervention wine range. www.elanaschlenker.com

Style: artistic, playful, design-forward

---

!Scribe Rosé of Pinot Noir Sonoma California 750ml

4\. Scribe Winery - Sonoma, California

Natural textures, elemental graphics and restrained illustrations reinforce a lifestyle built around food, friends and connection to the land. www.nothingsomething.com

Style: organic, lifestyle-led, relaxed luxury

---

!Homepage | McBride Sisters Collection

5\. Black Girl Magic - California

A memorable consumer-facing identity with expressive artwork and a clear cultural story. Particularly interesting for brand recognition and shelf impact. glassandnote.com

Style: bold, colorful, personality-driven

---

!Majuscule 2019 Napa Valley Cabernet Sauvignon

6\. Majuscule Wine - Napa Valley, California

An ultra-small producer making approximately 600 cases annually, focused on mountain Cabernet Sauvignon and Cabernet Franc. A useful reference for limited-production luxury positioning. www.majusculewine.com

Style: collectible, refined, terroir-focused

---

!Balderdash Cellars - Jevons Design Co.

7\. Balderdash Cellars - Massachusetts

Each wine has its own imaginative label concept, making the collection feel like a series of individual stories rather than a uniform product line. www.jevonsdesign.com

Style: illustrative, whimsical, collectible

---

!Linn Design Studio Featured Projects

8\. Krupp Brothers - Napa Valley, California

Its Veraison label uses dimensional embossed lines and a stone-inspired pattern tied to the vineyard landscape. A standout reference for premium materials and tactile packaging. gallery.gdusa.com

Style: luxurious, textural, vineyard-inspired

## My top picks by category

| If you're looking for… | Start with | |--------|--------| | Contemporary, fashionable labels | The Set | | Sophisticated minimalist design | Southold Farm + Cellar | | Artistic, unconventional packaging | Usonia | | Lifestyle and brand storytelling | Scribe Winery | | Bold retail shelf appeal | Black Girl Magic | | Ultra-premium luxury cues | Krupp Brothers |

These are my curated picks for branding and boutique appeal, not a definitive ranking of wine quality.

One question so I can narrow this down\: Are you looking for boutique wine labels to buy and drink, or are you researching exceptional label design and branding for inspiration? I can build a much sharper shortlist depending on which you mean.

Perplexity

The question asked

Best boutique American wineries

From the recorded answer

If you mean small, highly regarded American wineries worth seeking out, a good short list from the results includes Hobo Wine Company, McBride Sisters Wine, The Vineyards at Dodon, Miramonte, Robert Sinskey Vineyards, Bell Wine Cellars, and Brooklyn Winery.
Read recorded answer

Recorded answer text · Perplexity · 27 September 2026

If you mean small, highly regarded American wineries worth seeking out, a good short list from the results includes Hobo Wine Company, McBride Sisters Wine, The Vineyards at Dodon, Miramonte, Robert Sinskey Vineyards, Bell Wine Cellars, and Brooklyn Winery.

A few useful distinctions from the results:

- Hobo Wine Company and McBride Sisters Wine were recommended by wine professionals as underrated U.S. wineries. - The Vineyards at Dodon is highlighted as a unique winery in Maryland. - Miramonte is described as a respected, forward-thinking boutique winery in Southern California. - Robert Sinskey Vineyards is singled out for award-winning wines and a strong visit experience. - Bell Wine Cellars is identified as Napa's premier boutique winery. - Brooklyn Winery is an urban boutique winery in New York.

If you want, I can turn this into a more practical shortlist by: - region, - price level, - best for tasting visits, or - best for collectors / cellar-worthy bottles.

Excerpts from collected AI answers. AI claims are evidence of the response, not verified brand facts.

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Found / Brand snapshot

McBride Sisters Collection

Wine & Spirits

21 August 2026 – 25 October 2026 (scans 1–11)

0.3

%

AI visibility

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A clear measure.
An open method.

Visibility is the share of collected answers that name the brand. Brands in the same industry and market are measured against the same question set.

Published window

17

Answers naming the brand

4941

Answers collected

0.3

AI visibility

Answers naming the brand ÷ all collected answers × 100

01

Ask consistently

The same industry questions across ChatGPT, Perplexity and Google AI Overviews.

02

Record each response

Track brand mentions and positions across the published scans.

03

Compare the same scope

Use the same market, category and measurement window for every comparison.

Read the methodology

This is a sample of AI responses. Answers vary by platform and date; visibility does not measure sales or product quality.

Overall visibility combines answers within the published dates. Some market series accumulate scans from launch; others use four-scan cycles. A new cycle changes the scoring window, while individual scan history is retained. Compare the dates and sample sizes before comparing periods.

In the Found by Flux AI Visibility Index, McBride Sisters Collection ranks #31 among 43 tracked brands for Wine & Spirits · United States (21 August 2026 – 25 October 2026). Its visibility is 0.3%. It was named in 17 of 4,941 AI answers across 7 of 150 tracked questions, averaging position 1.4 when mentioned.

Source: Found by Flux · ChatGPT, Perplexity and Google AI Overviews. Visibility measures mentions in this sample, not sales or recommendation quality.

The scores, explained.

The scope, scores and comparisons behind this brand profile.

What is this brand’s AI Visibility Score?

Found by Flux records 0.3% AI visibility for McBride Sisters Collection in Wine & Spirits · United States, measured over 21 August 2026 – 25 October 2026. It ranks #31 among 43 tracked brands.

How often does AI mention this brand?

McBride Sisters Collection was named in 17 of 4,941 collected AI answers, across 7 of 150 tracked questions, for Wine & Spirits · United States (21 August 2026 – 25 October 2026). A mention can include a comparison or qualification; it is not necessarily a recommendation.

How is the AI Visibility Score calculated?

Found divides the number of collected answers naming McBride Sisters Collection by all 4,941 answers in the published Wine & Spirits · United States sample, then multiplies by 100. The same question set is used across ChatGPT, Perplexity and Google AI Overviews. See the Found methodology for the scope and limitations.

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Every shopper question this brand is missing from, the split across ChatGPT, Perplexity and Google AI Overviews, and what is causing the gap.
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