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Stoller Family Estate

Stoller Family Estate

AI visibility and ranking for Wine & Spirits: United States

Wine & Spirits [US]
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Dundee Hills estate with a direct shop and club.

Stoller Family Estate
appears in
0.4
% of measured AI answers in this industry and market.

Found score

Track Stoller Family Estate’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

0.4

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

Industry rank

28

Within this industry and market

Published scan history

Across 11 recorded scans from 21 August 2026 to 25 October 2026, Stoller Family Estate'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 0.4%.

View recorded scan history
Individual recorded scans. Each row is one scan on one date. The published combined-window score is 0.4% 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 20260.7%
6 September 20260.4%
13 September 20260.4%
20 September 20260.2%
27 September 20260.0%
4 October 20260.4%
11 October 20260.2%
18 October 20260.9%
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

0.6%

Perplexity Logo

Perplexity

0.2%

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

AI Overviews

0.4%

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

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ChatGPT names Stoller Family Estate most often.

It appears in 0.6% of collected ChatGPT answers and 0.2% of Perplexity answers: a difference of 0.4 percentage points within the published window. This describes where mentions occur; it does not establish why the platforms differ.

Named across 12 of 150 questions.

Stoller Family Estate appears in at least one collected answer to 8.0% of the tracked questions. That is question coverage; the 0.4% 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 American family owned wineries
  • Best American pinot noir
  • Best American rose wine
  • Best American sparkling wine
  • Best American wine brands
  • Best American wine for a picnic

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.

Google AI Overviews

The question asked

Best American wine under $30

From the recorded answer

Stoller Family Estate Dundee Hills Pinot Noir (Willamette Valley, Oregon): Known for bright cherry, light plum, and elegant acidity around $26.
Read recorded answer

Recorded answer text · Google AI Overviews · 18 October 2026

Top-rated American wines under $30 deliver exceptional quality and balance across California, Oregon, and Washington:

### Red Wines

- DAOU Vineyards Cabernet Sauvignon (Paso Robles, California): A bold, structured, and widely popular California Cabernet Sauvignon priced around $22. - Meiomi Pinot Noir (California): A smooth, fruit-forward, and accessible Pinot Noir typically priced near $17. - Stoller Family Estate Dundee Hills Pinot Noir (Willamette Valley, Oregon): Known for bright cherry, light plum, and elegant acidity around $26. - Radius Cabernet Sauvignon Reserve (Columbia Valley, Washington): A rich, easy-drinking red loaded with black cherry, cedar, and baking spices around $20.

### White Wines & Rosé

- Tribute Sauvignon Blanc (California): A fresh, high-scoring white featuring bright notes of white peach, lemon zest, and green apple around $17. - Trefethen Eshcol Chardonnay (Napa Valley, California): A well-balanced, classic California Chardonnay priced around $20. - Acrobat Pinot Gris (Oregon): A crisp and vibrant Oregon white wine priced around $16.

Are you looking for a red, white, or rosé, and what kind of meal or occasion are you pairing it with?

ChatGPT

The question asked

Best American rose wine

From the recorded answer

!2024 Stoller Family Estate Pinot Noir Rose …
Read recorded answer

Recorded answer text · ChatGPT · 18 October 2026

If you're looking for the best American rosé wine, I'd start with California. The best choice depends on whether you like a crisp, dry rosé, a fruitier pink wine, or something elegant for dinner.

Here are some excellent American rosés to look for, with an emphasis on quality, style, and versatility.

## My top American rosé picks

!The Eyrie Vineyards Sparkling Rose Spark NV (750ML) | Sparkling Rose | Pinot Noir | Zachys Wine & Liquor

1\. Eyrie Vineyards Rosé of Pinot Noir

(Best elegant pick)

Willamette Valley, Oregon

Delicate red berries, floral notes, refreshing acidity, and a more refined, food-friendly style. A great choice if you enjoy dry rosé with character.

---

!Wine Club Exclusives - Anaba Wines

2\. Abacela Grenache Rosé

Umpqua Valley, Oregon · About \$20

Strawberry, raspberry, red cherry, and citrus with lively acidity. A particularly good option for a summer lunch or casual dinner. www.oregonwinepress.com

---

!Marine Layer 'Carina' Rose, Sonoma Coast, USA 2024 - Albatross Wine Co

3\. Marine Layer Carina Rosé

Sonoma Coast, California · About \$33

Fresh, fruit-forward and approachable. Worth considering if you want a premium California rosé for entertaining. www.foodandwine.com

---

!8 exciting California rosés to sip for summer 2026

4\. Bokisch Vineyards Rosado Fresco

Lodi, California · About \$26

A distinctive Grenache and Graciano blend for someone who wants to explore something beyond the usual Pinot Noir rosé. www.sfchronicle.com

---

!2024 Stoller Family Estate Pinot Noir Rose

5\. Stoller Family Estate Rosé

Oregon

A good bottle to consider if you prefer Pinot Noir rosé with juicy strawberry fruit, freshness, and an easy-drinking finish. www.drinkhacker.com

## Which one should you buy?

- Dry and sophisticated\: Eyrie Vineyards. - Best around \$20\: Abacela Grenache Rosé. - Premium California bottle\: Marine Layer Carina Rosé. - Something different\: Bokisch Rosado Fresco.

Serve rosé well chilled, around 45-50°F.

One question\: Do you prefer your rosé dry and crisp, fruity and slightly sweet, or smooth and premium? I can narrow this down to the best bottle for your taste and budget.

Perplexity

The question asked

Best American wine brands

From the recorded answer

Best Oregon producers: Domaine Serene, Stoller Family Estate, Archery Summit, Bethel Heights, Cristom …
Read recorded answer

Recorded answer text · Perplexity · 25 October 2026

Here are strong American wine brands, grouped by style and budget:

- Best overall premium: Ridge Vineyards, Stag's Leap Wine Cellars, Duckhorn, Kistler, Domaine Serene, Bethel Heights - Top Napa Cabernet: Stag's Leap Wine Cellars, Caymus, Silver Oak, Spottswoode, Shafer - Excellent California value: Josh Cellars, Kendall-Jackson, Bonny Doon, Decoy, Bogle - Best affordable everyday brands: Barefoot, Bota Box, Columbia Crest, Chateau Ste. Michelle, Apothic, 14 Hands - Best Oregon producers: Domaine Serene, Stoller Family Estate, Archery Summit, Bethel Heights, Cristom - Best Washington producers: Chateau Ste. Michelle, Quilceda Creek, Leonetti Cellar, Charles Smith, Columbia Crest - Best New York producers: Wölffer Estate, Hermann J. Wiemer, Dr. Konstantin Frank, Ravines, Boundary Breaks - Best American sparkling: Schramsberg, Roederer Estate, Gruet, Iron Horse, Domaine Carneros

For a safe purchase by grape, choose Ridge Zinfandel, Duckhorn Merlot, Chateau Ste. Michelle Riesling, Domaine Serene Pinot Noir, or Stag's Leap Cabernet Sauvignon. American wine quality extends well beyond California: recent expert selections highlight Oregon Chardonnay, Finger Lakes Riesling, Washington Cabernet, and Long Island Cabernet Franc.

For inexpensive, widely available bottles, Barefoot is the leading U.S. brand by sales, while Josh Cellars, 14 Hands, Cupcake, and Apothic are popular value choices.

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

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Found / Brand snapshot

Stoller Family Estate

Wine & Spirits

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

0.4

%

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

19

Answers naming the brand

4941

Answers collected

0.4

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, Stoller Family Estate ranks #28 among 43 tracked brands for Wine & Spirits · United States (21 August 2026 – 25 October 2026). Its visibility is 0.4%. It was named in 19 of 4,941 AI answers across 12 of 150 tracked questions, averaging position 1.8 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 0.4% AI visibility for Stoller Family Estate in Wine & Spirits · United States, measured over 21 August 2026 – 25 October 2026. It ranks #28 among 43 tracked brands.

How often does AI mention this brand?

Stoller Family Estate was named in 19 of 4,941 collected AI answers, across 12 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 Stoller Family Estate 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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