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Frog's Leap Winery

Frog's Leap Winery

AI visibility and ranking for Wine & Spirits: United States

Wine & Spirits [US]
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Napa organic-farming pioneer with a direct shop and wine club.

Frog's Leap Winery
appears in
1.4
% of measured AI answers in this industry and market.

Found score

Track Frog's Leap Winery’s AI visibility weekly →

AI visibility scores and ranking

Data through

October 25, 2026

Updated

October 25, 2026

Latest scan visibility

1.3

October 25, 2026

Overall visibility

1.4

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

Industry rank

15

Within this industry and market

Published scan history

Across 11 recorded scans from 21 August 2026 to 25 October 2026, Frog's Leap Winery's single-scan score moved from 1.8% to 1.3%, down 0.5 percentage points. Latest recorded scan 1.3% on 25 October 2026; combined-window score 1.4%.

View recorded scan history
Individual recorded scans. Each row is one scan on one date. The published combined-window score is 1.4% 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 20261.8%
24 August 20261.6%
30 August 20261.3%
6 September 20261.1%
13 September 20261.6%
20 September 20260.9%
27 September 20261.6%
4 October 20261.8%
11 October 20261.3%
18 October 20261.6%
25 October 20261.3%

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

1.3%

Perplexity Logo

Perplexity

1.6%

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

AI Overviews

1.4%

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

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Perplexity names Frog's Leap Winery most often.

It appears in 1.6% of collected Perplexity answers and 1.3% of ChatGPT answers: a difference of 0.3 percentage points within the published window. This describes where mentions occur; it does not establish why the platforms differ.

Named across 18 of 150 questions.

Frog's Leap Winery appears in at least one collected answer to 12.0% of the tracked questions. That is question coverage; the 1.4% visibility score measures its share of individual answers.

Across 11 published scans, visibility ranged from 0.9% to 1.8%. The latest scan was 1.3% 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 cabernet sauvignon
  • Best American family owned wineries
  • Best American rose wine
  • Best American sauvignon blanc
  • Best American wine brand comparisons
  • Best American wine brands

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

Which Napa wineries are actually worth visiting

From the recorded answer

Frog's Leap Winery 4.6 (689) …
Read recorded answer

Recorded answer text · Google AI Overviews · 18 October 2026

!10 Wineries to Visit in Napa for an Unforgettable Experience Napa wineries that are genuinely worth visiting combine high-quality wines, distinct architectural or natural settings, and a welcoming atmosphere rather than overcrowded tourist traps.

### Worth-Visiting Napa Wineries by Experience

---

![]( Trefethen Family Vineyards 4.9 (1.0K) Winery Closed Napa, CA Call Directions Website

- Highlights: Family-owned historic estate with a gorgeous tree-lined approach, peaceful grounds, and dog-friendly options. - Why it's worth it: Known for balanced, estate-grown wines like Riesling and Dragon's Tooth without a pretentious vibe.

---

![]( Monticello Vineyards 4.8 (822) Winery Closed Napa, CA Call Directions Website

- Highlights: Intimate, solar-powered, family-run estate operating since 1970 with flat, shaded gardens. - Why it's worth it: Offers personal, relaxed service and a great lineup of Pinot Noir, Chardonnay, and Cabernet Franc.

---

![]( Frog's Leap Winery 4.6 (689) Winery Closed Rutherford, CA Call Directions Website

- Highlights: Biodynamic farm setting with a wraparound porch and a laid-back, anti-snooty atmosphere. - Why it's worth it: One of the most authentic, grounded wine-tasting experiences in the valley.

---

![]( Clif Family Winery 4.8 (314) Winery Closed St Helena, CA Call Directions Website

- Highlights: Sustainably farmed wines paired with a famous on-site food truck. - Why it's worth it: Features some of the warmest, most relaxed hospitality and great casual bites in St. Helena.

---

![]( Castello di Amorosa 4.2 (5.2K) Winery Closed Calistoga, CA Call Directions Website

- Highlights: An authentically designed 13th-century-style Tuscan castle complete with underground cellars and non-alcoholic juice flights for kids. - Why it's worth it: A must-see architectural spectacle at least once, though it is busy and requires booking in advance.

---

![]( Darioush 4.6 (693) Winery Closed Napa, CA Call Directions Website

- Highlights: Dramatic Persian-inspired columns and architecture paired with unique offerings like Chenin Blanc and on-site olive oil tastings. - Why it's worth it: High-end, luxurious hospitality with a distinct aesthetic.

### Quick Comparison of Top Picks | Winery | Region | Best Known For | Vibe | |---|---|---|---| | Trefethen Family Vineyards | Oak Knoll | Riesling, Dragon's Tooth | Historic, tranquil, dog-friendly | | Monticello Vineyards | Napa | Pinot Noir, Chardonnay | Family-run, intimate, shaded gardens | | Frog's Leap Winery | Rutherford | Classic estate wines | Biodynamic, porch-side, casual | | Clif Family Winery | St. Helena | Sustainable reds/whites + food truck | Warm, relaxed, food-friendly | | Castello di Amorosa | Calistoga | Italian-style varietals | Medieval castle, tourist-heavy, photogenic |

### Wineries Often Skipped by Locals

- Domaine Carneros / Castello di Amorosa (peak hours) / Napa Valley Wine Train: Visitors frequently note that these can feel overly commercialized, crowded, or expensive relative to the quality of the pour. Advance reservations are nearly mandatory across almost all Napa estates.

Explore more planning details through the Napa Valley Visitor GuideNapa Valley Visitor Guide or read regional insights on Whimsy SoulWhimsy Soul.

### Further Exploration ![ Napa Valley details regional tasting passes and family-owned winery counts.]( napavalley.com > wineries![]( ![ Whimsy Soul reviews 35 top Napa wineries by style and geography.]( Jun 19, 2026![]( Are you looking for Cabernet-heavy houses, budget-friendly tastings ($30-$50), or a specific town like St. Helena or Calistoga to build your day around?

ChatGPT

The question asked

Best American cabernet sauvignon

From the recorded answer

| \$45-\$65 | Frog's Leap Cabernet Sauvignon - balanced and food-friendly. theamericanvine.com | …
Read recorded answer

Recorded answer text · ChatGPT · 25 October 2026

# Best American Cabernet Sauvignon wines

If you want an outstanding American Cabernet Sauvignon, Napa Valley, California, is the place to start\. For a top bottle, I'd look at Chappellet Signature, Duckhorn Oakville, or Stag's Leap Wine Cellars ARTEMIS. If you want excellent quality without spending a fortune, there are some very good options around \$50-\$80. Recent 2026 recommendations highlight several of these bottles. www.wine.comvinepair.com

## My top picks

!Chappellet Napa Valley Cabernet Sauvignon Signature 2021 (750ML) | Red | Cabernet Sauvignon | Zachys Wine & Liquor

### 1\. Chappellet Signature Cabernet Sauvignon

Premium · Around \$100

A terrific choice for a special dinner. Expect concentrated dark fruit, graphite-like minerality, firm tannins, and excellent structure. Named Wine.com's 2025 Wine of the Year. www.wine.comvinepair.com

Best for: an impressive gift or a steakhouse dinner.

---

!2022 Oakville Napa Valley Cabernet Sauvignon | Duckhorn Vineyards

### 2\. Duckhorn Oakville Cabernet Sauvignon

Premium · Around \$80

Rich and polished, with ripe blackberry, dark plum, and oak spice. A strong choice if you like a full-bodied Cabernet with a smooth, generous feel. www.wine.comvinepair.com

Best for: a crowd-pleasing bottle for dinner guests.

---

!Stag's Leap Artemis Cabernet Sauvignon California Red Wine - Shop Wine at H-E-B

### 3\. Stag's Leap Wine Cellars ARTEMIS

Premium · Around \$75

A classic Napa style with dark berries, plum, savory herbs, and spice. Full-bodied, approachable, and versatile with food. www.wine.comvinepair.com

Best for: a reliable all-around Napa Cabernet.

---

![Freemark Abbey Napa Valley Cabernet Sauvignon 2019

- BSW Liquor](

### 4\. Freemark Abbey Napa Valley Cabernet Sauvignon

Premium · Around \$75

A structured, classic Cabernet with black cherry, blackberry, espresso, and cocoa notes. A good pick if you prefer depth and a more traditional, age-worthy style. www.wine.comvinepair.com

Best for: roast beef, lamb, or a hearty steak.

---

!Long Meadow Ranch Cabernet Sauvignon 2018 | 8Wines EU/UK

### 5\. Long Meadow Ranch Napa Valley Cabernet Sauvignon

Value for Napa · Around \$60

Balanced and food-friendly, combining dark fruit with anise, coffee, and pepper. A smart option if you want quality Napa Cabernet without moving into luxury pricing. www.wine.comvinepair.com

Best for: excellent everyday drinking or a dinner party.

## Best buys by budget

| Budget | Bottle to look for | |--------|--------| | \$25-\$45 | Pollak Vineyards Cabernet Sauvignon - Virginia, ripe fruit and savory notes. vinepair.com | | \$45-\$65 | Frog's Leap Cabernet Sauvignon - balanced and food-friendly. theamericanvine.com | | \$65-\$85 | Stag's Leap ARTEMIS - polished, full-bodied Napa style. vinepair.com | | \$85-\$100 | Chappellet Signature Cabernet Sauvignon - my pick for a premium bottle. shop.klwines.com |

Prices vary by vintage and retailer.

My recommendation\: If I were buying one bottle for a special occasion, I'd choose Chappellet Signature. For a less expensive bottle that still feels special, I'd choose Frog's Leap.

What price range are you considering?

Budget per bottle

Under \$30

\$30-\$50

\$50-\$100

\$100-\$200

\$200+

---

Your preferred style

Rich, smooth, fruity

Bold, powerful, tannic

Elegant, balanced, less oaky

---

What is it for?

Everyday drinking

Steak dinner

Special dinner or gift

Collecting and aging

[Find my best Cabernet]

Perplexity

The question asked

Best organic wine America

From the recorded answer

Frog's Leap Sauvignon Blanc - a premium Napa option from a long-established organic and largely biodynamic producer.
Read recorded answer

Recorded answer text · Perplexity · 25 October 2026

For the best American organic wine, start with Bonterra Organic Vineyards Cabernet Sauvignon-a polished, widely available California red made with 100% organically grown grapes and known for strong value.

Other excellent choices:

- Frey Vineyards Organic Cabernet Sauvignon - best budget option; Mendocino red with dark fruit and earthy character. Frey is also known for organic and biodynamic production. - Bonterra Chardonnay - a richer white with citrus, stone-fruit, oak, and creamy notes. - Domaine Carneros Brut Vintage Cuvée - best organic sparkling choice; California sparkling wine made from organically farmed estate vineyards. - Frog's Leap Sauvignon Blanc - a premium Napa option from a long-established organic and largely biodynamic producer.

Quick pick: Bonterra Cabernet for everyday drinking; Frey Cabernet if you want the most affordable and natural-leaning bottle; Domaine Carneros Brut for celebrations. Look for USDA Organic on the label, since “made with organic grapes” does not necessarily mean the finished wine is fully certified organic.

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

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Found / Brand snapshot

Frog's Leap Winery

Wine & Spirits

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

1.4

%

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

71

Answers naming the brand

4941

Answers collected

1.4

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, Frog's Leap Winery ranks #15 among 43 tracked brands for Wine & Spirits · United States (21 August 2026 – 25 October 2026). Its visibility is 1.4%. It was named in 71 of 4,941 AI answers across 18 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 1.4% AI visibility for Frog's Leap Winery in Wine & Spirits · United States, measured over 21 August 2026 – 25 October 2026. It ranks #15 among 43 tracked brands.

How often does AI mention this brand?

Frog's Leap Winery was named in 71 of 4,941 collected AI answers, across 18 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 Frog's Leap Winery 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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