Leaderboard / Arnot-Roberts

Arnot-Roberts

AI Visibility Profile · Sonoma
GPT Claude Gemini
13.79 / 100
AI Visibility Index
Developing AI Visibility
A coverage-adjusted measure of how consistently this winery appears across applicable AI discovery prompts.
Prompt-Level Coverage i
8 / 35
22.9% 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

Limited AI visibility today.

Arnot-Roberts appears in 8 of 35 applicable trip-planning prompts across all three tracked models, ranking #163 among Napa and Sonoma wineries (top 41%), with a 13.79 / 100 AI Visibility Index.

The first priority is broader inclusion across visitor trip-planning prompts. Wineries in the leading visibility tier appear consistently across all or nearly all applicable prompts and surface across all three tracked AI models.

Benchmark Position i
Top 41%
Compared with tracked Napa and Sonoma wineries in the current Core 50 prompt panel.
Current Tier i
Developing AI Visibility
Compared with tracked Napa and Sonoma wineries in the current Core 50 prompt panel.
Query Coverage i
8 / 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.

Strongest signal
Tasting experience
10.39% appearance
Growth opportunity
Expanding coverage
More data still building

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?
32.44
Appearance Rate
14.73%
Consistency
Rare
What are some underrated Napa wineries that are still worth visiting?
25.0
Cross-region AI mention
Appearance Rate
6.67%
Consistency
Rare
Which Napa or Sonoma wineries offer premium tasting experiences without feeling overly commercial?
24.3
Appearance Rate
9.12%
Consistency
Rare
Which Sonoma wineries are worth visiting besides the most famous ones?
20.74
Appearance Rate
7.83%
Consistency
Rare
Which Sonoma wineries offer the best value for the experience?
17.46
Appearance Rate
6.67%
Consistency
Rare
Which Sonoma wineries are similar to Williams Selyem but more accessible?
16.73
Appearance Rate
8.34%
Consistency
Rare
What Sonoma wineries offer the most memorable overall tasting experience?
15.0
Appearance Rate
6.67%
Consistency
Rare
What are the best alternatives to Kosta Browne in Sonoma?
14.81
Appearance Rate
8.26%
Consistency
Rare
Which Sonoma wineries are best known for Pinot Noir?
13.33
Appearance Rate
6.67%
Consistency
Rare
Question Prompt Visibility i Appearance Rate i Consistency i
What are some underrated Sonoma wineries that are still worth visiting?
32.44
14.73% Rare
What are some underrated Napa wineries that are still worth visiting? Cross-region AI mention
25.0
6.67% Rare
Which Napa or Sonoma wineries offer premium tasting experiences without feeling overly commercial?
24.3
9.12% Rare
Which Sonoma wineries are worth visiting besides the most famous ones?
20.74
7.83% Rare
Which Sonoma wineries offer the best value for the experience?
17.46
6.67% Rare
Which Sonoma wineries are similar to Williams Selyem but more accessible?
16.73
8.34% Rare
What Sonoma wineries offer the most memorable overall tasting experience?
15.0
6.67% Rare
What are the best alternatives to Kosta Browne in Sonoma?
14.81
8.26% Rare
Which Sonoma wineries are best known for Pinot Noir?
13.33
6.67% Rare

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 broadly distributed across tracked models, which suggests this winery is being surfaced consistently rather than relying on a single AI platform.

Latest Overall Index
5.94
Jun 19
7-Day Overall Change
-5.68
Net change across the completed dates shown.
Best Overall Day
11.62
Jun 13
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