Leaderboard / Frank Family Vineyards

Frank Family Vineyards

AI Visibility Profile · Napa Valley
ChatGPT Claude Gemini
Weekly · Google AI Overviews
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Tracked separately from the AI Visibility Index.
16.47 / 100
AI Visibility Index
Developing AI Visibility
A coverage-adjusted measure of how consistently this winery appears across applicable AI discovery prompts.
Prompt Reach i
34 / 35
97.1% of prompts applicable to this winery’s region
Models Recommending You i
3 / 3
Appearing across all 3 tracked AI models.
Typical Mention Position i
Mentioned late
in AI responses
AI Discovery Readout

Broad AI visibility with room to strengthen competitive position.

Frank Family Vineyards appears in 34 of 35 applicable trip-planning prompts across all three tracked models, ranking #181 among Napa and Sonoma wineries (top 33%), with a 16.47 / 100 AI Visibility Index.

Improving both prompt coverage depth and typical mention position would strengthen Frank Family Vineyards’s AI visibility relative to more consistently visible wineries in the same region.

Benchmark Position i
Top 33%
Compared with tracked Napa and Sonoma wineries in the current Core 50 prompt panel.
Current Tier i
Developing AI Visibility
Compared with tracked Napa and Sonoma wineries in the current Core 50 prompt panel.
Query Coverage i
34 / 35
applicable prompts where you appear · Scores are calculated against each winery’s applicable regional discovery prompt set.
Category Readout

Strongest in tasting experience prompts.

Frank Family Vineyards has strongest AI visibility in tasting experience, where visitor questions frequently surface it in recommendations. Its growth opportunity is trip-planning prompts, where consistent positioning could meaningfully expand its share of voice.

Strongest signal
Tasting experience
13.39% appearance
Growth opportunity
Trip-planning prompts
11.33% appearance

Where this winery appears in AI answers

Tracked visitor questions where AI models recommended this winery, sorted by prompt visibility.

These are questions people ask AI across wine country planning, discovery, comparison, and style-related prompts. Appearing consistently across more of these questions can influence real tasting room discovery.

Cross-region mentions occur when an AI model surfaces a winery in response to a region-specific prompt outside the winery’s home region. Winesrch tracks these because they reflect how AI systems guide discovery; they do not imply the winery is physically located in that region.
Which Napa wineries are similar to Caymus but less expensive?
49.64
Appearance Rate
35.51%
Consistency
Rare
Which Napa wineries offer the best value for the experience?
26.92
Appearance Rate
24.47%
Consistency
Rare
Which Napa or Sonoma wineries are best for celebrating an anniversary or birthday?
24.23
Appearance Rate
20.56%
Consistency
Rare
If I only have one day in Napa, which wineries should I prioritize?
23.56
Appearance Rate
17.69%
Consistency
Rare
Which Napa wineries are worth visiting besides the most famous ones?
20.38
Appearance Rate
13.26%
Consistency
Rare
Which Napa or Sonoma wineries are flexible if I do not want to book ahead?
19.74
Appearance Rate
11.56%
Consistency
Rare
Which Napa wineries are not intimidating for beginners?
19.38
Appearance Rate
13.51%
Consistency
Rare
Which Napa or Sonoma wineries are good for walk-ins?
18.98
Appearance Rate
14.73%
Consistency
Rare
How should I plan a two-day Napa Valley itinerary with winery stops?
17.25
Appearance Rate
12.22%
Consistency
Rare
Which Napa wineries are best known for Cabernet Sauvignon?
16.89
Appearance Rate
13.89%
Consistency
Rare
Question Prompt Visibility i Appearance Rate i Consistency i
Which Napa wineries are similar to Caymus but less expensive?
49.64
35.51% Rare
Which Napa wineries offer the best value for the experience?
26.92
24.47% Rare
Which Napa or Sonoma wineries are best for celebrating an anniversary or birthday?
24.23
20.56% Rare
If I only have one day in Napa, which wineries should I prioritize?
23.56
17.69% Rare
Which Napa wineries are worth visiting besides the most famous ones?
20.38
13.26% Rare
Which Napa or Sonoma wineries are flexible if I do not want to book ahead?
19.74
11.56% Rare
Which Napa wineries are not intimidating for beginners?
19.38
13.51% Rare
Which Napa or Sonoma wineries are good for walk-ins?
18.98
14.73% Rare
How should I plan a two-day Napa Valley itinerary with winery stops?
17.25
12.22% Rare
Which Napa wineries are best known for Cabernet Sauvignon?
16.89
13.89% Rare

AI Visibility Trend

Daily AI visibility across completed Core 50 runs. The profile headline AI Visibility Index is the broader ranking metric.
Current rankings are based on the locked Core 50 Napa and Sonoma discovery prompt panel. Public trend history begins with the first completed run under this panel.
How to read this trend

Visibility is broadly distributed across tracked models, which suggests this winery is being surfaced consistently rather than relying on a single AI platform.

Latest Daily Index
10.78
Oct 14
7-Day Trend
+0.79
Latest daily value versus the comparable daily value seven calendar days earlier.
Best Daily Index
12.05
Oct 13
Free AI Visibility Analysis

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See where Frank Family Vineyards has the biggest visibility gaps across ChatGPT, Claude and Gemini — including model differences, missed visitor-intent questions, competitive context, and source signals surrounding its recommendations.

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