Opus One
AI Visibility Profile · Napa Valley
GPT
Claude
Gemini
43.05 / 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.
31 / 35
88.6% 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 mid-list
in AI responses
AI Discovery Readout
Strong AI visibility across the visitor-question set.
Opus One ranks #6 among Napa and Sonoma wineries in the Winesrch AI visibility benchmark, placing it in the top 2% of tracked wineries. It appears across 31 of 35 applicable trip-planning prompts across all three tracked models with a 43.05 / 100 Visibility Index.
Defend broad visibility and identify the prompts where competing wineries appear ahead of Opus One. With typical mid-list mentions, the next gain is improving prominence within recommendation lists — from consistently included to consistently leading.
Benchmark Position
i
How this winery compares with other tracked Napa and Sonoma wineries.
Top 2%
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.
31 / 35
applicable prompts where you appear · Scores are calculated against each winery’s applicable regional discovery prompt set.
Category Readout
Strongest in luxury collecting prompts.
Opus One has strongest AI visibility in luxury collecting, where visitor questions frequently surface it in recommendations. Its growth opportunity is tasting experience, where consistent positioning could meaningfully expand its share of voice.
Strongest signal
Luxury collecting
78.37% appearance
Growth opportunity
Tasting experience
40.09% 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.
What wineries should I book in advance for a Napa weekend?
96.81
What are the best wineries to visit in Napa Valley right now?
91.75
What Napa wineries offer the most memorable overall tasting experience?
91.72
Which Napa wineries are best known for Cabernet Sauvignon?
84.56
If I only have one day in Napa, which wineries should I prioritize?
83.11
Which Napa wineries are known for great hospitality and beautiful settings?
73.75
Which Napa Valley wineries should I visit for a first-time trip?
69.44
How should I plan a two-day Napa Valley itinerary with winery stops?
68.69
Which Napa or Sonoma wineries have the most age-worthy wines to taste and buy?
68.04
Which Napa or Sonoma wineries are most respected by serious wine collectors?
67.74
Which Napa or Sonoma wineries are best for celebrating an anniversary or birthday?
66.24
Which Napa or Sonoma wineries are best to visit early in the day vs later in the day?
58.55
Which Napa or Sonoma wineries have the best combination of views and wine quality?
55.54
Which Napa or Sonoma wineries should I prioritize for a smooth tasting schedule?
46.68
What are the best wineries to visit in Sonoma County right now?
30.04
Cross-region AI mention
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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.
|
|
What wineries should I book in advance for a Napa weekend?
|
96.81
|
99.57% |
Consistent
|
|
What are the best wineries to visit in Napa Valley right now?
|
91.75
|
97.38% |
Consistent
|
|
What Napa wineries offer the most memorable overall tasting experience?
|
91.72
|
98.99% |
Consistent
|
|
Which Napa wineries are best known for Cabernet Sauvignon?
|
84.56
|
94.06% |
Consistent
|
|
If I only have one day in Napa, which wineries should I prioritize?
|
83.11
|
87.39% |
Consistent
|
|
Which Napa wineries are known for great hospitality and beautiful settings?
|
73.75
|
90.43% |
Consistent
|
|
Which Napa Valley wineries should I visit for a first-time trip?
|
69.44
|
71.11% |
Occasional
|
|
How should I plan a two-day Napa Valley itinerary with winery stops?
|
68.69
|
79.42% |
Occasional
|
|
Which Napa or Sonoma wineries have the most age-worthy wines to taste and buy?
|
68.04
|
77.02% |
Occasional
|
|
Which Napa or Sonoma wineries are most respected by serious wine collectors?
|
67.74
|
79.72% |
Occasional
|
|
Which Napa or Sonoma wineries are best for celebrating an anniversary or birthday?
|
66.24
|
62.55% |
Occasional
|
|
Which Napa or Sonoma wineries are best to visit early in the day vs later in the day?
|
58.55
|
43.26% |
Rare
|
|
Which Napa or Sonoma wineries have the best combination of views and wine quality?
|
55.54
|
39.86% |
Rare
|
|
Which Napa or Sonoma wineries should I prioritize for a smooth tasting schedule?
|
46.68
|
28.37% |
Rare
|
|
What are the best wineries to visit in Sonoma County right now?
Cross-region AI mention
|
30.04
|
6.67% |
Rare
|
|
What wineries should I book in advance for a Sonoma weekend?
Cross-region AI mention
|
28.45
|
10.27% |
Rare
|
|
Which Napa or Sonoma wineries are good for couples traveling with older parents?
|
27.75
|
10.09% |
Rare
|
|
Which Napa or Sonoma wineries overdeliver on both wine and experience?
|
27.15
|
15.5% |
Rare
|
|
Which Napa or Sonoma wineries offer more educational tasting experiences?
|
23.6
|
17.05% |
Rare
|
|
Which Napa or Sonoma wineries are flexible if I do not want to book ahead?
|
23.13
|
6.67% |
Rare
|
|
What Sonoma wineries offer the most memorable overall tasting experience?
Cross-region AI mention
|
22.47
|
8.15% |
Rare
|
|
Which Napa or Sonoma wineries are good for a casual group tasting experience?
|
20.92
|
8.34% |
Rare
|
|
Which Napa or Sonoma wineries offer premium tasting experiences without feeling overly commercial?
|
20.83
|
9.58% |
Rare
|
|
What wineries are good stops between Napa and Sonoma?
|
20.0
|
6.67% |
Rare
|
|
Which Napa or Sonoma wineries are good for people just getting into wine tasting?
|
17.77
|
6.67% |
Rare
|
|
Which Napa or Sonoma wineries are good if not everyone in the group is deeply into wine?
|
16.8
|
7.5% |
Rare
|
|
Which Napa or Sonoma wineries are best for a girls trip or weekend getaway?
|
16.31
|
6.67% |
Rare
|
|
How should I plan a two-day Sonoma County itinerary with winery stops?
Cross-region AI mention
|
15.0
|
6.67% |
Rare
|
|
Which Napa or Sonoma wineries are good for walk-ins?
|
14.67
|
6.67% |
Rare
|
|
Which Sonoma wineries should I visit for a first-time trip?
Cross-region AI mention
|
14.67
|
6.67% |
Rare
|
|
Which Napa wineries are not intimidating for beginners?
|
14.58
|
7.23% |
Rare
|
|
Which Napa wineries are worth visiting besides the most famous ones?
|
14.32
|
8.34% |
Rare
|
|
Which Napa or Sonoma wineries are best for a multi-generation group trip?
|
14.1
|
7.34% |
Rare
|
|
What are the best Napa wineries under $50 for tastings?
|
13.8
|
7.23% |
Rare
|
|
Which Sonoma wineries are known for great hospitality and beautiful settings?
Cross-region AI mention
|
13.38
|
6.67% |
Rare
|
|
Which Napa wineries offer the best value for the experience?
|
13.2
|
6.67% |
Rare
|
|
What are some underrated Napa wineries that are still worth visiting?
|
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
Visibility is strongest in Claude Visibility, while other tracked models are contributing less consistently. The overall index reflects both model-level strength and broader cross-model coverage.
Latest Overall Index
56.99
Jun 19
7-Day Overall Change
-1.5
Net change across the completed dates shown.
Best Overall Day
58.74
Jun 18
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