Etude Wines
AI Visibility Profile · Napa Valley
GPT
Claude
Gemini
24.02
AI Visibility Index
Limited AI visibility
This is a relative AI Visibility Index, not a quality rating. Competitors are appearing more often and more prominently across tracked AI discovery prompts.
19.01% appearance rate
AI Queries Appearing In
8
out of 50 tracked queries
Models Recommending You
2 / 3
Appearing in 2 of 3 tracked AI models.
Typical Mention Position
Mentioned late
in AI responses
Your Rank
Bottom 50%
among Napa & Sonoma wineries
Visibility Gap
+51 points to top tier
score needed to reach top 10%
Query Coverage
8 / 50
queries where you appear
Actionable Insight
Where your visibility is strongest and where to look next
Strongest visibility
Trip-planning prompts
21.16% appearance across this discovery theme.
Biggest opportunity
Tasting experience
6.67% appearance suggests room to grow in this strategically important discovery theme.
Where you appear in AI search
Queries where AI models have recommended this winery — sorted by score
"These are the exact questions people ask AI when planning wine country visits. Appearing consistently in more of these drives 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. winesrch2 tracks these because they reflect how AI systems actually guide discovery; they do not imply the winery is physically located in that region.
| Query Text | AI Visibility Index | Appearance % | Consistency | Executions |
|---|---|---|---|---|
|
What wineries are good stops between Napa and Sonoma?
|
26.62
|
25.88% | Rare | 17 |
|
What wineries pair well together for a Napa tasting day?
|
26.04
|
8.34% | Rare | 4 |
|
Which Napa wineries are worth visiting besides the most famous ones?
|
25.00
|
6.67% | Rare | 1 |
|
What are the best alternatives to Opus One in Napa?
|
14.29
|
6.67% | Rare | 1 |
|
What are the best Napa wineries under $50 for tastings?
|
13.33
|
6.67% | Rare | 1 |
|
Which wineries in Napa are not intimidating for beginners?
|
13.33
|
6.67% | Rare | 1 |
|
How should I plan a two-day Napa Valley itinerary with winery stops?
|
13.00
|
6.67% | Rare | 1 |
|
What wineries should I book in advance for a Napa weekend?
|
13.00
|
6.67% | Rare | 1 |
Performance by AI model
How each AI model rates this winery's visibility
| Model | AI Visibility Index | Appearance % | Analyzed responses | Status |
|---|---|---|---|---|
| GPT |
6.49
|
0.29% | 4485 | Occasional |
| Gemini |
5.95
|
1.43% | 4476 | Occasional |
| Claude |
0.00
|
0.00% | 4484 | Not appearing |
AI Visibility Trend
Daily AI Visibility Index by model across completed tracking batches. The dashed line shows the overall blended index.
Latest Overall Index
50.97
May 05
7-Day Overall Change
-13.27
Net change across the completed dates shown.
Best Overall Day
64.76
Apr 30
For winery owners and marketing teams
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