Sterling Vineyards
AI Visibility Profile · Napa Valley
GPT
Claude
Gemini
22.32 / 100
AI Visibility Index
Leading AI Visibility
A coverage-adjusted measure of how consistently this winery appears across applicable AI discovery prompts.
Prompt-Level Coverage
i
The share of applicable tracked prompts where this winery appeared in at least one model response. Each prompt is tested across multiple models and repeated runs.
27 / 35
77.1% of prompts applicable to this winery’s region
Models Recommending You
i
How many tracked AI models — GPT, Claude, and Gemini — have recommended this winery in the current data window.
3 / 3
Appearing across all 3 tracked AI models.
Typical Mention Position
i
Where this winery usually appears when it is mentioned in an AI recommendation list.
Mentioned late
in AI responses
AI Discovery Readout
Moderate AI visibility with room to improve.
Sterling Vineyards appears in 27 of 35 applicable trip-planning prompts across all three tracked models, ranking #38 among Napa and Sonoma wineries (top 10%), with a 22.32 / 100 AI Visibility Index.
Improving both prompt coverage depth and typical mention position would strengthen Sterling Vineyards’s AI visibility relative to more consistently visible wineries in the same region.
Benchmark Position
i
How this winery compares with other tracked Napa and Sonoma wineries.
Top 10%
Compared with tracked Napa and Sonoma wineries in the current Core 50 prompt panel.
Current Tier
i
A plain-English visibility tier based on the current AI Visibility Index.
Leading AI Visibility
Compared with tracked Napa and Sonoma wineries in the current Core 50 prompt panel.
Query Coverage
i
The number of applicable visitor questions where this winery appears.
27 / 35
applicable prompts where you appear · Scores are calculated against each winery’s applicable regional discovery prompt set.
Category Readout
Strongest in casual visit prompts.
Sterling Vineyards has strongest AI visibility in casual visit prompts, where visitor questions frequently surface it in recommendations. Its growth opportunity is trip-planning prompts, where consistent positioning could meaningfully expand its share of voice.
Strongest signal
Casual visit prompts
26.46% appearance
Growth opportunity
Trip-planning prompts
12.5% appearance
Where this winery appears in AI answers
Tracked visitor questions where AI models recommended this winery, sorted by prompt visibility.
These are questions people ask AI across wine country planning, discovery, comparison, and style-related prompts. Appearing consistently across more of these questions can influence 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. Winesrch tracks these because they reflect how AI systems guide discovery; they do not imply the winery is physically located in that region.
Which Napa or Sonoma wineries are good if not everyone in the group is deeply into wine?
44.41
Which Napa or Sonoma wineries are best for a multi-generation group trip?
39.18
Which Napa or Sonoma wineries have the best combination of views and wine quality?
35.35
Which Napa or Sonoma wineries are good for people just getting into wine tasting?
32.86
Which Napa wineries are not intimidating for beginners?
30.25
Which Napa or Sonoma wineries are good for a casual group tasting experience?
26.82
Which Napa or Sonoma wineries are easiest for a casual, relaxed first visit?
25.82
Which Napa or Sonoma wineries are easy to visit without a strict schedule?
24.17
Which Napa wineries are known for great hospitality and beautiful settings?
22.46
Which Napa or Sonoma wineries are best for a girls trip or weekend getaway?
22.15
Which Napa or Sonoma wineries are best to visit early in the day vs later in the day?
21.45
What are the best Napa wineries under $50 for tastings?
21.31
Which Napa or Sonoma wineries are good for walk-ins?
20.91
If I only have one day in Napa, which wineries should I prioritize?
20.78
How should I plan a two-day Napa Valley itinerary with winery stops?
20.72
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| Question |
Prompt Visibility
i
A 0–100 score for this specific visitor question, based on mention frequency, ranking position, and consistency across repeated model runs.
|
Appearance Rate
i
The share of tracked AI responses for this question that included this winery.
|
Consistency
i
How reliably this winery appears across repeated AI responses for this question.
|
|
Which Napa or Sonoma wineries are good if not everyone in the group is deeply into wine?
|
44.41
|
43.69% |
Rare
|
|
Which Napa or Sonoma wineries are best for a multi-generation group trip?
|
39.18
|
37.3% |
Rare
|
|
Which Napa or Sonoma wineries have the best combination of views and wine quality?
|
35.35
|
30.07% |
Rare
|
|
Which Napa or Sonoma wineries are good for people just getting into wine tasting?
|
32.86
|
28.15% |
Rare
|
|
Which Napa wineries are not intimidating for beginners?
|
30.25
|
25.94% |
Rare
|
|
Which Napa or Sonoma wineries are good for a casual group tasting experience?
|
26.82
|
19.85% |
Rare
|
|
Which Napa or Sonoma wineries are easiest for a casual, relaxed first visit?
|
25.82
|
15.71% |
Rare
|
|
Which Napa or Sonoma wineries are easy to visit without a strict schedule?
|
24.17
|
15.91% |
Rare
|
|
Which Napa wineries are known for great hospitality and beautiful settings?
|
22.46
|
18.96% |
Rare
|
|
Which Napa or Sonoma wineries are best for a girls trip or weekend getaway?
|
22.15
|
14.33% |
Rare
|
|
Which Napa or Sonoma wineries are best to visit early in the day vs later in the day?
|
21.45
|
16.09% |
Rare
|
|
What are the best Napa wineries under $50 for tastings?
|
21.31
|
14.05% |
Rare
|
|
Which Napa or Sonoma wineries are good for walk-ins?
|
20.91
|
11.72% |
Rare
|
|
If I only have one day in Napa, which wineries should I prioritize?
|
20.78
|
10.3% |
Rare
|
|
How should I plan a two-day Napa Valley itinerary with winery stops?
|
20.72
|
12.33% |
Rare
|
|
Which Napa or Sonoma wineries are good for couples traveling with older parents?
|
20.32
|
11.11% |
Rare
|
|
Which Napa or Sonoma wineries are flexible if I do not want to book ahead?
|
19.62
|
10.21% |
Rare
|
|
Which Napa Valley wineries should I visit for a first-time trip?
|
19.14
|
11.37% |
Rare
|
|
Which Napa wineries offer the best value for the experience?
|
17.34
|
10.0% |
Rare
|
|
What wineries are good stops between Napa and Sonoma?
|
16.38
|
6.67% |
Rare
|
|
Which Napa or Sonoma wineries are best for celebrating an anniversary or birthday?
|
15.96
|
7.02% |
Rare
|
|
What Napa wineries offer the most memorable overall tasting experience?
|
15.84
|
8.0% |
Rare
|
|
Which Napa wineries are similar to Caymus but less expensive?
|
15.15
|
6.67% |
Rare
|
|
What Sonoma wineries offer the most memorable overall tasting experience?
Cross-region AI mention
|
15.0
|
6.67% |
Rare
|
|
How should I plan a two-day Sonoma County itinerary with winery stops?
Cross-region AI mention
|
14.29
|
6.67% |
Rare
|
|
Which Napa or Sonoma wineries offer more educational tasting experiences?
|
14.29
|
6.67% |
Rare
|
|
If I only have one day in Sonoma, which wineries should I prioritize?
Cross-region AI mention
|
13.75
|
6.67% |
Rare
|
|
What wineries should I book in advance for a Napa weekend?
|
13.43
|
6.67% |
Rare
|
|
Which Sonoma wineries should I visit for a first-time trip?
Cross-region AI mention
|
13.38
|
6.67% |
Rare
|
|
What are the best wineries to visit in Napa Valley right now?
|
13.33
|
6.67% |
Rare
|
|
Which Napa or Sonoma wineries should I prioritize for a smooth tasting schedule?
|
13.33
|
6.67% |
Rare
|
|
Which Sonoma wineries offer the best value for the experience?
Cross-region AI mention
|
13.33
|
6.67% |
Rare
|
|
What wineries should I book in advance for a Sonoma weekend?
Cross-region AI mention
|
13.17
|
6.67% |
Rare
|
|
What are the best wineries to visit in Sonoma County right now?
Cross-region AI mention
|
13.0
|
6.67% |
Rare
|
|
Which Sonoma wineries are known for great hospitality and beautiful settings?
Cross-region AI mention
|
13.0
|
6.67% |
Rare
|
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AI Visibility Trend
Daily coverage-adjusted visibility across completed Core 50 runs. Overall Index blends visibility strength, prompt coverage, and model consistency.
Current rankings are based on the locked Core 50 Napa and Sonoma discovery prompt panel. Public trend history begins with the first completed run under this panel.
How to read this trend
Some model signals are lighter in the current window. The overall index may sit below stronger individual model lines because it also accounts for cross-model coverage and ranking quality across the full Core 50 panel.
Latest Overall Index
27.64
Jun 19
7-Day Overall Change
+1.31
Net change across the completed dates shown.
Best Overall Day
28.8
Jun 14
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