Leaderboard / Keller Estate

Keller Estate

AI Visibility Profile · Sonoma
ChatGPT Claude Gemini
Weekly · Google AI Overviews
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Tracked separately from the AI Visibility Index.
20.50 / 100
AI Visibility Index
Established AI Visibility
A coverage-adjusted measure of how consistently this winery appears across applicable AI discovery prompts.
Prompt Reach i
19 / 35
54.3% 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

Moderate AI visibility with room to improve.

Keller Estate appears in 19 of 35 applicable trip-planning prompts across all three tracked models, ranking #61 among Napa and Sonoma wineries (top 11%), with a 20.50 / 100 AI Visibility Index.

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

Benchmark Position i
Top 11%
Compared with tracked Napa and Sonoma wineries in the current Core 50 prompt panel.
Current Tier i
Established AI Visibility
Compared with tracked Napa and Sonoma wineries in the current Core 50 prompt panel.
Query Coverage i
19 / 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.

Keller Estate 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
7.0% appearance
Growth opportunity
Trip-planning prompts
7.78% 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 Sonoma wineries are known for great hospitality and beautiful settings?
40.0
Appearance Rate
6.67%
Consistency
Rare
What are the best wineries to visit in Sonoma County right now?
33.33
Appearance Rate
6.67%
Consistency
Rare
If I only have one day in Sonoma, which wineries should I prioritize?
30.0
Appearance Rate
6.67%
Consistency
Rare
What Sonoma wineries offer the most memorable overall tasting experience?
28.75
Appearance Rate
6.67%
Consistency
Rare
Which Napa or Sonoma wineries are best for a multi-generation group trip?
28.58
Appearance Rate
23.33%
Consistency
Rare
Which Napa or Sonoma wineries are best for celebrating an anniversary or birthday?
21.9
Appearance Rate
23.93%
Consistency
Rare
What wineries should I book in advance for a Sonoma weekend?
21.25
Appearance Rate
6.67%
Consistency
Rare
Which Napa or Sonoma wineries overdeliver on both wine and experience?
19.17
Appearance Rate
6.67%
Consistency
Rare
Which Sonoma wineries are best for a relaxed, welcoming tasting experience?
18.83
Appearance Rate
13.33%
Consistency
Rare
Which Napa or Sonoma wineries are good if not everyone in the group is deeply into wine?
17.97
Appearance Rate
10.67%
Consistency
Rare
Question Prompt Visibility i Appearance Rate i Consistency i
Which Sonoma wineries are known for great hospitality and beautiful settings?
40.0
6.67% Rare
What are the best wineries to visit in Sonoma County right now?
33.33
6.67% Rare
If I only have one day in Sonoma, which wineries should I prioritize?
30.0
6.67% Rare
What Sonoma wineries offer the most memorable overall tasting experience?
28.75
6.67% Rare
Which Napa or Sonoma wineries are best for a multi-generation group trip?
28.58
23.33% Rare
Which Napa or Sonoma wineries are best for celebrating an anniversary or birthday?
21.9
23.93% Rare
What wineries should I book in advance for a Sonoma weekend?
21.25
6.67% Rare
Which Napa or Sonoma wineries overdeliver on both wine and experience?
19.17
6.67% Rare
Which Sonoma wineries are best for a relaxed, welcoming tasting experience?
18.83
13.33% Rare
Which Napa or Sonoma wineries are good if not everyone in the group is deeply into wine?
17.97
10.67% 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
5.39
Oct 14
7-Day Trend
-2.78
Latest daily value versus the comparable daily value seven calendar days earlier.
Best Daily Index
9.0
Oct 09
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