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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 4, 2026

Updated

October 4, 2026

Latest scan visibility

0.4

October 4, 2026

Overall visibility

0.4

21 August 2026 – 4 October 2026 (scans 1–8)

Industry rank

29

Within this industry and market

Published scan history

Across 8 recorded scans from 21 August 2026 to 4 October 2026, Stoller Family Estate's single-scan score moved from 0.2% to 0.4%, up 0.2 percentage points. Latest recorded scan 0.4% on 4 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 – 4 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%

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

0.7%

Perplexity Logo

Perplexity

0.2%

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

AI Overviews

0.3%

21 August 2026 – 4 October 2026 (scans 1–8)

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ChatGPT names Stoller Family Estate most often.

It appears in 0.7% of collected ChatGPT answers and 0.2% of Perplexity answers: a difference of 0.5 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.

Stoller Family Estate appears in at least one collected answer to 4.7% of the tracked questions. That is question coverage; the 0.4% visibility score measures its share of individual answers.

Across 8 published scans, visibility ranged from 0.0% to 0.7%. The latest scan was 0.4% on 4 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 – 4 October 2026 (scans 1–8)

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 wine brands
  • Best American wine labels
  • Best American wineries
  • Best independent American wineries

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 American whiskey distilleries (Westland Distillery, Stranahan's, Westward Whiskey)
  • Best American distilleries (St. George Spirits, Westward Whiskey, Stranahan's)
  • Best American spirits brands (Westland Distillery, Stranahan's, WhistlePig)
  • Best American spirits brands right now (Westland Distillery, Uncle Nearest, WhistlePig)
  • Best craft spirits brands America (St. George Spirits, Stranahan's, Westward Whiskey)
  • What are the best American spirits brands (WhistlePig, Westland Distillery, St. George Spirits)

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 sustainable wine brands America

From the recorded answer

Stoller Family Estate 4.6 (597) …
Read recorded answer

Recorded answer text · Google AI Overviews · 30 August 2026

Benziger Family Winery is a top sustainable wine brand in America, known for being Sonoma's first biodynamic certified winery and a leader in water and energy conservation.[]( Top Sustainable American Wine Brands ---

![]( Bonterra Organic Estates 4.4 (21) Winery Closed Hopland, CA CallDirections Website America's leading organic winery, focusing on regenerative farming, soil health, and diverting over 98% of waste from landfills.[]( ---

![]( Benziger Family Winery 4.6 (491) Winery Closed Glen Ellen, CA CallDirections Website Utilizes biodynamic, organic, and sustainable farming, creating natural habitats for species and running on solar power.[]( ---

Jackson Family Wines A large family-owned producer implementing a major climate plan focused on carbon reduction, renewable energy, and water conservation.[]( ---

![]( Stoller Family Estate 4.6 (597) Winery Closed Dayton, OR CallDirections Website Located in Oregon, this winery features a LEED Gold-certified facility and extensive solar energy use.[]( ---

![]( Left Coast Cellars 4.6 (145) Winery Closed Rickreall, OR CallDirections Website An Oregon-based winery utilizing 100% solar power and dedicating a large portion of its land to restored natural oak savannas.[]( If you'd like, let me know:

- Your favorite type of wine (Cabernet, Pinot Noir, Chardonnay, etc.) - Your price range per bottle

I can recommend a specific bottle from this list.

ChatGPT

The question asked

Best American wine labels

From the recorded answer

Stoller Family Estate - Good-value Oregon Pinot Noir.
Read recorded answer

Recorded answer text · ChatGPT · 20 September 2026

If you mean the best American wine labels (producers/brands), the answer depends on style and budget. Here are some of the most respected U.S. names across categories. Decanter Decanter

## Iconic American fine-wine labels

### Napa Valley Cabernet Sauvignon

- Screaming Eagle - One of the most famous cult Cabernet names in America; extremely limited production. - Harlan Estate - Known for age-worthy Bordeaux-style blends. - Opus One - A benchmark Napa Bordeaux blend. - Ridge Vineyards - Famous for Monte Bello Cabernet and long-lived, terroir-driven wines. - Stag's Leap Wine Cellars - Historically significant for its Cabernet Sauvignon. Winesbrand

### Premium California labels

- Kistler Vineyards - Highly regarded Chardonnay and Pinot Noir. - Rochioli Winery - A benchmark for California Pinot Noir. - Joseph Phelps Vineyards - Known for Insignia, a classic Napa red blend. Decanter - Silver Oak Cellars - A recognizable name for oak-aged Cabernet Sauvignon. Food & Wine

### Oregon Pinot Noir

- Domaine Serene - One of Oregon's best-known luxury Pinot Noir producers. Decanter - Eyrie Vineyards - Historic Oregon producer with a strong reputation for Pinot Noir. Food & Wine - Beaux Frères - Collector favorite for refined Pinot Noir. Winesbrand

### Washington State standouts

- Quilceda Creek - Among Washington's most celebrated Cabernet producers. Food & Wine - Leonetti Cellar - One of Washington's legendary estates. Food & Wine - Chateau Ste. Michelle - Widely known for Riesling and accessible Washington wines. The American Vine

## Great labels by value (often under ~$50)

- Ridge Vineyards - Excellent quality-to-price ratio in several bottlings. - Chateau Ste. Michelle - Reliable Riesling and everyday wines. - La Crema - Popular for Sonoma Coast Chardonnay and Pinot Noir. - Stoller Family Estate - Good-value Oregon Pinot Noir. - Kenwood Vineyards - Known for approachable California wines. Decanter

## If you want a “safe” American wine shopping list

- Cabernet: Stag's Leap, Ridge Monte Bello, Quilceda Creek, Joseph Phelps Insignia - Pinot Noir: Domaine Serene, Rochioli, Eyrie, Beaux Frères - Chardonnay: Kistler, Ramey, Stonestreet - Sparkling: Domaine Carneros, Roederer Estate Food & Wine

If you mean best American wine labels by bottle design/branding rather than best producers, I can give a different list.

Perplexity

The question asked

Best American wine brands

From the recorded answer

Stoller Family Estate - Good-value Oregon Pinot Noir and Chardonnay.
Read recorded answer

Recorded answer text · Perplexity · 4 October 2026

The best American wine brands depend on style and budget, but these are strong, widely respected choices:

- Ridge Vineyards - Exceptional California Cabernet blends, especially Monte Bello, plus Zinfandel. - Stag's Leap Wine Cellars - Classic Napa Cabernet with a strong reputation. - Opus One - Prestige Napa Bordeaux-style blends; expensive but consistently refined. - Screaming Eagle - One of Napa's most sought-after Cabernet producers, with very limited availability. - Kendall-Jackson - Reliable Chardonnay and Cabernet at accessible prices. - Rombauer Vineyards - Rich, full-bodied California Chardonnay and Zinfandel. - Duckhorn Vineyards - Highly regarded Napa Merlot and Cabernet Sauvignon. - Château Ste. Michelle - Excellent-value Washington Riesling, Chardonnay, and Cabernet. - Stoller Family Estate - Good-value Oregon Pinot Noir and Chardonnay. - Domaine Serene - Premium Oregon Pinot Noir and Chardonnay. - Dr. Konstantin Frank - Distinguished Finger Lakes Riesling and other cool-climate wines. - Barefoot - A leading U.S. mass-market brand, known for inexpensive, approachable wines.

For a quick starting point: choose Ridge for premium red wine, Château Ste. Michelle for value, Domaine Serene for Oregon Pinot Noir, Dr. Konstantin Frank for Riesling, and Kendall-Jackson for dependable everyday Chardonnay. Recent U.S. wine rankings have also highlighted Bethel Heights Chardonnay, Oregon producers, and Napa Cabernet as standout American categories.

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 – 4 October 2026 (scans 1–8)

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

13

Answers naming the brand

3599

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 #29 among 43 tracked brands for Wine & Spirits · United States (21 August 2026 – 4 October 2026). Its visibility is 0.4%. It was named in 13 of 3,599 AI answers across 7 of 150 tracked questions, averaging position 2.0 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 – 4 October 2026. It ranks #29 among 43 tracked brands.

How often does AI mention this brand?

Stoller Family Estate was named in 13 of 3,599 collected AI answers, across 7 of 150 tracked questions, for Wine & Spirits · United States (21 August 2026 – 4 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 3,599 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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