Leaderboard / Hamilton Family Wines

Hamilton Family Wines

AI Visibility Profile · Sonoma
ChatGPT Claude Gemini
Weekly · Google AI Overviews
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Tracked separately from the AI Visibility Index.
14.20 / 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
5 / 35
14.3% of prompts applicable to this winery’s region
Models Recommending You i
1 / 3
Appearing in ChatGPT only.
Typical Mention Position i
Mentioned late
in AI responses
AI Discovery Readout

Early AI visibility — narrow coverage, single model.

Hamilton Family Wines appears in 5 of 35 applicable trip-planning prompts across 1 of 3 tracked models, ranking #263 among Napa and Sonoma wineries (top 47%), with a 14.20 / 100 AI Visibility Index.

The first priority is broader inclusion across visitor trip-planning prompts. Wineries in the leading visibility tier appear consistently across all or nearly all applicable prompts and surface across all three tracked AI models.

Benchmark Position i
Top 47%
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
5 / 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.

Hamilton Family Wines has strongest AI visibility in tasting experience, where visitor questions frequently surface it in recommendations.

Strongest signal
Tasting experience
26.3% appearance
Growth opportunity
Expanding coverage
More data still building

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 Sonoma wineries are worth visiting besides the most famous ones?
40.0
Appearance Rate
6.67%
Consistency
Rare
What are some underrated Sonoma wineries that are still worth visiting?
34.25
Appearance Rate
26.67%
Consistency
Rare
Which Sonoma wineries are best for a relaxed, welcoming tasting experience?
24.93
Appearance Rate
27.88%
Consistency
Rare
What wineries should I book in advance for a Sonoma weekend?
13.75
Appearance Rate
6.67%
Consistency
Rare
Which Napa or Sonoma wineries are good if not everyone in the group is deeply into wine?
13.11
Appearance Rate
6.67%
Consistency
Rare
Question Prompt Visibility i Appearance Rate i Consistency i
Which Sonoma wineries are worth visiting besides the most famous ones?
40.0
6.67% Rare
What are some underrated Sonoma wineries that are still worth visiting?
34.25
26.67% Rare
Which Sonoma wineries are best for a relaxed, welcoming tasting experience?
24.93
27.88% Rare
What wineries should I book in advance for a Sonoma weekend?
13.75
6.67% Rare
Which Napa or Sonoma wineries are good if not everyone in the group is deeply into wine?
13.11
6.67% 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

Model-level trend history is still building for this winery. The overall index remains the primary visibility benchmark until more model-level signal accumulates.

Latest Daily Index
6.11
Oct 13
7-Day Trend
+2.51
Latest daily value versus the comparable daily value seven calendar days earlier.
Best Daily Index
7.27
Oct 10
Free AI Visibility Analysis

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See where Hamilton Family Wines 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.

Hamilton Family Wines currently appears across 5 of 35 applicable discovery questions.

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