Patz & Hall
AI Visibility Profile · Sonoma
GPT
Claude
Gemini
22.46
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.
17.02% appearance rate
AI Queries Appearing In
18
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
Bottom 50%
among Napa & Sonoma wineries
Visibility Gap
+53 points to top tier
score needed to reach top 10%
Query Coverage
18 / 50
queries where you appear
Actionable Insight
Where your visibility is strongest and where to look next
Strongest visibility
Tasting experience
8.99% appearance across this discovery theme.
Biggest opportunity
Trip-planning prompts
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 |
|---|---|---|---|---|
|
Which Sonoma wineries are best known for Pinot Noir?
|
42.28
|
44.82% | Rare | 18 |
|
Which Sonoma wineries feel more authentic and less touristy?
|
23.36
|
9.52% | Rare | 7 |
|
What Sonoma producers should collectors pay attention to?
|
22.48
|
17.78% | Rare | 18 |
|
Which Sonoma wineries compare to the best ones in Napa?
|
19.16
|
10.77% | Rare | 13 |
|
What are some underrated wineries in Sonoma that are worth visiting?
|
16.32
|
8.00% | Rare | 5 |
|
Which Sonoma wineries overdeliver on both wine and experience?
|
15.55
|
6.67% | Rare | 5 |
|
Which Sonoma wineries offer more educational tasting experiences?
|
14.43
|
7.50% | Rare | 8 |
|
Which Sonoma wineries are close enough to visit in one day?
|
14.29
|
6.67% | Rare | 1 |
|
What Sonoma wineries are great for a relaxed tasting experience?
|
14.21
|
8.49% | Rare | 11 |
|
What wineries are good if not everyone in the group is into wine?
|
13.75
|
6.67% | Rare | 1 |
|
What Sonoma wineries have the best combination of views and wine quality?
|
13.54
|
6.67% | Rare | 2 |
|
What are the best wineries to visit in Sonoma County?
|
13.33
|
6.67% | Rare | 1 |
|
What Sonoma wineries are affordable but still high quality?
|
13.00
|
6.67% | Rare | 1 |
|
What Sonoma wineries are best for a scenic day of tastings?
|
13.00
|
6.67% | Rare | 1 |
|
What wineries are best for celebrating something special like an anniversary or birthday?
|
13.00
|
6.67% | Rare | 1 |
|
What wineries are good stops between Napa and Sonoma?
|
13.00
|
6.67% | Rare | 1 |
|
What wineries should I prioritize if I want a smooth tasting schedule?
|
13.00
|
6.67% | Rare | 1 |
|
Which Sonoma wineries should I visit for a weekend trip?
|
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 |
8.45
|
3.21% | 4485 | Occasional |
| Gemini |
5.02
|
2.06% | 4476 | Occasional |
| Claude |
4.89
|
0.40% | 4484 | 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
47.42
May 05
7-Day Overall Change
+4.55
Net change across the completed dates shown.
Best Overall Day
52.8
May 01
For winery owners and marketing teams
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