Leaderboard / Arnot-Roberts

Arnot-Roberts

AI Visibility Profile · Sonoma
ChatGPT Claude Gemini
Weekly · Google AI Overviews
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Tracked separately from the AI Visibility Index.
19.49 / 100
AI Visibility Index
Established AI Visibility
A coverage-adjusted measure of how consistently this winery appears across applicable AI discovery prompts.
Prompt Reach i
15 / 35
42.9% of prompts applicable to this winery’s region
Models Recommending You i
3 / 3
Appearing across all 3 tracked AI models.
Typical Mention Position i
Mentioned late
in AI responses
AI Discovery Readout

Moderate AI visibility with room to improve.

Arnot-Roberts appears in 15 of 35 applicable trip-planning prompts across all three tracked models, ranking #79 among Napa and Sonoma wineries (top 15%), with a 19.49 / 100 AI Visibility Index.

Improving both prompt coverage depth and typical mention position would strengthen Arnot-Roberts’s AI visibility relative to more consistently visible wineries in the same region.

Benchmark Position i
Top 15%
Compared with tracked Napa and Sonoma wineries in the current Core 50 prompt panel.
Current Tier i
Established AI Visibility
Compared with tracked Napa and Sonoma wineries in the current Core 50 prompt panel.
Query Coverage i
15 / 35
applicable prompts where you appear · Scores are calculated against each winery’s applicable regional discovery prompt set.
Category Readout

Strongest in tasting experience prompts.

Arnot-Roberts has strongest AI visibility in tasting experience, where visitor questions frequently surface it in recommendations. Its growth opportunity is luxury collecting, where consistent positioning could meaningfully expand its share of voice.

Strongest signal
Tasting experience
14.32% appearance
Growth opportunity
Luxury collecting
6.67% 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 are some underrated Sonoma wineries that are still worth visiting?
30.92
Appearance Rate
14.95%
Consistency
Rare
What are the best Sonoma wineries under $50 for tastings?
30.12
Appearance Rate
7.26%
Consistency
Rare
What are the best wineries to visit in Sonoma County right now?
27.53
Appearance Rate
25.81%
Consistency
Rare
Which Sonoma wineries offer the best value for the experience?
25.33
Appearance Rate
16.68%
Consistency
Rare
Which Napa or Sonoma wineries overdeliver on both wine and experience?
25.0
Appearance Rate
6.67%
Consistency
Rare
Which Napa or Sonoma wineries offer premium tasting experiences without feeling overly commercial?
23.39
Appearance Rate
9.12%
Consistency
Rare
Which Sonoma wineries are worth visiting besides the most famous ones?
21.93
Appearance Rate
8.08%
Consistency
Rare
What are some underrated Napa wineries that are still worth visiting?
20.77
Cross-region AI mention
Appearance Rate
16.61%
Consistency
Rare
Which Napa or Sonoma wineries should I prioritize for a smooth tasting schedule?
19.42
Appearance Rate
10.0%
Consistency
Rare
Which Sonoma wineries are similar to Williams Selyem but more accessible?
16.98
Appearance Rate
8.25%
Consistency
Rare
Question Prompt Visibility i Appearance Rate i Consistency i
What are some underrated Sonoma wineries that are still worth visiting?
30.92
14.95% Rare
What are the best Sonoma wineries under $50 for tastings?
30.12
7.26% Rare
What are the best wineries to visit in Sonoma County right now?
27.53
25.81% Rare
Which Sonoma wineries offer the best value for the experience?
25.33
16.68% Rare
Which Napa or Sonoma wineries overdeliver on both wine and experience?
25.0
6.67% Rare
Which Napa or Sonoma wineries offer premium tasting experiences without feeling overly commercial?
23.39
9.12% Rare
Which Sonoma wineries are worth visiting besides the most famous ones?
21.93
8.08% Rare
What are some underrated Napa wineries that are still worth visiting? Cross-region AI mention
20.77
16.61% Rare
Which Napa or Sonoma wineries should I prioritize for a smooth tasting schedule?
19.42
10.0% Rare
Which Sonoma wineries are similar to Williams Selyem but more accessible?
16.98
8.25% Rare

AI Visibility Trend

Daily AI visibility across completed Core 50 runs. The profile headline AI Visibility Index is the broader ranking metric.
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 broadly distributed across tracked models, which suggests this winery is being surfaced consistently rather than relying on a single AI platform.

Latest Daily Index
9.37
Oct 14
7-Day Trend
-2.41
Latest daily value versus the comparable daily value seven calendar days earlier.
Best Daily Index
13.67
Oct 09
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