Harlan Estate
AI Visibility Profile · Napa Valley
GPT
Claude
Gemini
49.26
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.
45.70% appearance rate
AI Queries Appearing In
11
out of 50 tracked queries
Models Recommending You
3 / 3
Appearing across all 3 tracked AI models.
Typical Mention Position
Mentioned mid-list
in AI responses
Your Rank
Top 40%
among Napa & Sonoma wineries
Visibility Gap
+26 points to top tier
score needed to reach top 10%
Query Coverage
11 / 50
queries where you appear
Actionable Insight
Where your visibility is strongest and where to look next
Strongest visibility
Luxury collecting
59.61% 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 Napa wineries are most respected by serious wine collectors?
|
85.65
|
99.63% | Consistent | 18 |
|
What are the best alternatives to Opus One in Napa?
|
64.64
|
61.11% | Occasional | 18 |
|
Which Napa wineries are best known for Cabernet Sauvignon?
|
58.11
|
57.04% | Occasional | 18 |
|
Which Napa wineries are known for great hospitality and beautiful settings?
|
40.00
|
6.67% | Rare | 1 |
|
What Napa wineries offer the most memorable overall tasting experience?
|
27.19
|
10.95% | Rare | 14 |
|
Which Napa wineries are worth visiting besides the most famous ones?
|
25.00
|
6.67% | Rare | 1 |
|
Which wineries have the most age-worthy wines to taste and buy?
|
21.44
|
14.58% | Rare | 16 |
|
What wineries should I book in advance for a Napa weekend?
|
20.83
|
6.67% | Rare | 4 |
|
Which Sonoma wineries compare to the best ones in Napa?
|
20.00
|
6.67% | Rare | 2 |
|
What are the best wineries to visit in Napa Valley right now?
|
17.00
|
6.67% | Rare | 3 |
|
What wineries pair well together for a Napa tasting day?
|
14.29
|
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 |
18.07
|
4.95% | 4485 | Occasional |
| Claude |
16.75
|
4.79% | 4484 | Occasional |
| Gemini |
16.25
|
4.94% | 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
65.22
May 05
7-Day Overall Change
+0.8
Net change across the completed dates shown.
Best Overall Day
70.47
May 02
For winery owners and marketing teams
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