Laird Family Estate
AI Visibility Profile · Napa Valley
GPT
Claude
Gemini
19.58
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.
10.18% appearance rate
AI Queries Appearing In
5
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
+55 points to top tier
score needed to reach top 10%
Query Coverage
5 / 50
queries where you appear
Actionable Insight
Where your visibility is strongest and where to look next
Strongest visibility
Tasting experience
10.83% appearance across this discovery theme.
Biggest opportunity
More coverage needed
This winery is still building enough category-level coverage to call out a clear missed opportunity.
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 some underrated Napa wineries that are still worth visiting?
|
21.82
|
11.80% | Rare | 13 |
|
Which Napa wineries don’t require reservations?
|
16.00
|
6.67% | Rare | 1 |
|
Which Napa wineries offer the best value for the experience?
|
16.00
|
6.67% | Rare | 1 |
|
Which Napa wineries are worth visiting besides the most famous ones?
|
14.25
|
6.67% | Rare | 3 |
|
What are the best Napa wineries under $50 for tastings?
|
13.75
|
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 |
8.69
|
0.60% | 4485 | Occasional |
| Claude |
6.02
|
0.02% | 4484 | Occasional |
| Gemini |
6.02
|
0.02% | 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
35.0
May 05
7-Day Overall Change
-2.47
Net change across the completed dates shown.
Best Overall Day
60.0
Apr 30
For winery owners and marketing teams
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