Chandon
AI Visibility Profile · Napa Valley
GPT
Claude
Gemini
37.04
AI Visibility Index
Emerging AI visibility
This is a relative AI Visibility Index, not a quality rating. The winery is surfacing in some tracked AI discovery prompts, but visibility remains uneven.
35.22% appearance rate
AI Queries Appearing In
36
out of 50 tracked queries
Models Recommending You
3 / 3
Appearing across all 3 tracked AI models.
Typical Mention Position
Mentioned late
in AI responses
Your Rank
Top 50%
among Napa & Sonoma wineries
Visibility Gap
+38 points to top tier
score needed to reach top 10%
Query Coverage
36 / 50
queries where you appear
Actionable Insight
Where your visibility is strongest and where to look next
Strongest visibility
First-time visitor discovery
49.44% appearance across this discovery theme.
Biggest opportunity
Tasting experience
31.10% 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 are the best Napa wineries for someone new to wine?
|
58.98
|
70.00% | Occasional | 18 |
|
What wineries are good for couples traveling with older parents?
|
53.07
|
58.89% | Occasional | 18 |
|
Which wineries are best to visit early in the day vs later in the day?
|
52.71
|
54.44% | Occasional | 18 |
|
What wineries pair well together for a Napa tasting day?
|
51.83
|
52.59% | Occasional | 18 |
|
Which wineries in Napa are not intimidating for beginners?
|
51.33
|
55.56% | Occasional | 18 |
|
Which Napa Valley wineries should I visit for a first-time trip?
|
50.82
|
53.73% | Occasional | 18 |
|
How should I plan a two-day Napa Valley itinerary with winery stops?
|
50.33
|
48.24% | Rare | 17 |
|
What wineries in Napa are good for walk-ins?
|
49.40
|
54.31% | Occasional | 18 |
|
What wineries are best for celebrating something special like an anniversary or birthday?
|
47.60
|
47.78% | Rare | 18 |
|
Which Napa wineries are known for great hospitality and beautiful settings?
|
43.72
|
42.59% | Rare | 18 |
|
What are the smartest winery stops for a short Napa trip?
|
43.23
|
42.22% | Rare | 18 |
|
What Napa wineries offer the most memorable overall tasting experience?
|
42.38
|
45.56% | Rare | 18 |
|
What wineries should I book in advance for a Napa weekend?
|
41.98
|
44.53% | Rare | 18 |
|
Which wineries are best for a girls trip or weekend getaway?
|
41.24
|
38.15% | Rare | 18 |
|
What wineries are easy to visit without a strict schedule?
|
40.72
|
34.82% | Rare | 18 |
|
If I only have one day in Napa, which wineries should I prioritize?
|
40.47
|
42.46% | Rare | 18 |
|
What are the best wineries to visit in Napa Valley right now?
|
38.20
|
40.55% | Rare | 18 |
|
What are the best Napa wineries under $50 for tastings?
|
33.65
|
26.67% | Rare | 18 |
|
What wineries should I prioritize if I want a smooth tasting schedule?
|
33.43
|
35.18% | Rare | 18 |
|
Which Napa wineries don’t require reservations?
|
29.95
|
22.96% | Rare | 18 |
|
Which Napa wineries are most respected by serious wine collectors?
|
29.60
|
31.85% | Rare | 18 |
|
Which wineries are best for a group trip with mixed ages?
|
28.90
|
24.82% | Rare | 18 |
|
What are the best alternatives to Opus One in Napa?
|
27.36
|
29.63% | Rare | 18 |
|
What wineries are easiest for a casual, relaxed first visit?
|
27.15
|
20.37% | Rare | 18 |
|
Which Napa wineries are worth visiting besides the most famous ones?
|
25.89
|
13.85% | Rare | 13 |
|
What wineries are good for a casual group tasting experience?
|
24.61
|
12.00% | Rare | 15 |
|
What wineries are good stops between Napa and Sonoma?
|
23.67
|
10.00% | Rare | 8 |
|
What are some underrated Napa wineries that are still worth visiting?
|
23.41
|
12.00% | Rare | 15 |
|
What wineries are good if not everyone in the group is into wine?
|
22.72
|
14.58% | Rare | 16 |
|
Which wineries are good for people just getting into wine tasting?
|
22.34
|
15.11% | Rare | 15 |
|
Which Napa wineries offer the best value for the experience?
|
21.13
|
12.16% | Rare | 17 |
|
What are the best wineries to visit in Sonoma County?
Cross-region AI mention
|
20.00
|
6.67% | Rare | 1 |
|
Which Napa wineries are best known for Cabernet Sauvignon?
|
18.78
|
16.67% | Rare | 18 |
|
What wineries in Napa or Sonoma are good for a family visit?
|
16.46
|
9.17% | Rare | 16 |
|
Which Sonoma wineries are best known for Pinot Noir?
Cross-region AI mention
|
14.29
|
6.67% | Rare | 1 |
|
Which Sonoma wineries compare to the best ones in Napa?
|
14.17
|
6.67% | Rare | 3 |
Performance by AI model
How each AI model rates this winery's visibility
| Model | AI Visibility Index | Appearance % | Analyzed responses | Status |
|---|---|---|---|---|
| Claude |
31.31
|
36.13% | 4484 | Occasional |
| GPT |
17.50
|
12.55% | 4485 | Occasional |
| Gemini |
15.53
|
11.26% | 4476 | Occasional |
AI Visibility Trend
Daily AI Visibility Index by model across completed tracking batches. The dashed line shows the overall blended index.
Latest Overall Index
53.35
May 05
7-Day Overall Change
+1.01
Net change across the completed dates shown.
Best Overall Day
57.72
May 02
For winery owners and marketing teams
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