BRAND Napa Valley
AI Visibility Profile · Napa Valley
GPT
Claude
Gemini
10.08 / 100
AI Visibility Index
Specialized AI Visibility
A coverage-adjusted measure of how consistently this winery appears across applicable AI discovery prompts.
Prompt-Level Coverage
i
The share of applicable tracked prompts where this winery appeared in at least one model response. Each prompt is tested across multiple models and repeated runs.
1 / 35
2.9% of prompts applicable to this winery’s region
Models Recommending You
i
How many tracked AI models — GPT, Claude, and Gemini — have recommended this winery in the current data window.
1 / 3
Appearing in Gemini only.
Typical Mention Position
i
Where this winery usually appears when it is mentioned in an AI recommendation list.
Mentioned first
in AI responses
AI Discovery Readout
Early AI visibility — narrow coverage, single model.
BRAND Napa Valley appears in 1 of 35 applicable trip-planning prompts across 1 of 3 tracked models, ranking #222 among Napa and Sonoma wineries (top 55%), with a 10.08 / 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
How this winery compares with other tracked Napa and Sonoma wineries.
Specialized visibility
Compared with tracked Napa and Sonoma wineries in the current Core 50 prompt panel.
Current Tier
i
A plain-English visibility tier based on the current AI Visibility Index.
Specialized AI Visibility
Compared with tracked Napa and Sonoma wineries in the current Core 50 prompt panel.
Query Coverage
i
The number of applicable visitor questions where this winery appears.
1 / 35
applicable prompts where you appear · Scores are calculated against each winery’s applicable regional discovery prompt set.
Category Readout
Strongest in scenic and hospitality prompts.
BRAND Napa Valley has strongest AI visibility in scenic and hospitality prompts, where visitor questions frequently surface it in recommendations.
Strongest signal
Scenic and hospitality prompts
6.67% 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 Napa or Sonoma wineries have the best combination of views and wine quality?
40.0
| Question |
Prompt Visibility
i
A 0–100 score for this specific visitor question, based on mention frequency, ranking position, and consistency across repeated model runs.
|
Appearance Rate
i
The share of tracked AI responses for this question that included this winery.
|
Consistency
i
How reliably this winery appears across repeated AI responses for this question.
|
|
Which Napa or Sonoma wineries have the best combination of views and wine quality?
|
40.0
|
6.67% |
Rare
|
AI Visibility Trend
Daily coverage-adjusted visibility across completed Core 50 runs. Overall Index blends visibility strength, prompt coverage, and model consistency.
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.
◷
Building trend history
Building trend history. Public trend history begins with the locked Core 50 Napa and Sonoma discovery prompt panel. More trend detail will appear after additional completed tracking runs.
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