Leaderboard / Patz & Hall

Patz & Hall

AI Visibility Profile · Sonoma
GPT Claude Gemini
18.35 / 100
AI Visibility Index
Established AI Visibility
A coverage-adjusted measure of how consistently this winery appears across applicable AI discovery prompts.
Prompt-Level Coverage i
18 / 35
51.4% 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.

Patz & Hall appears in 18 of 35 applicable trip-planning prompts across all three tracked models, ranking #59 among Napa and Sonoma wineries (top 15%), with a 18.35 / 100 AI Visibility Index.

Improving both prompt coverage depth and typical mention position would strengthen Patz & Hall’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
18 / 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.

Patz & Hall has strongest AI visibility in tasting experience, 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
Tasting experience
23.91% appearance
Growth opportunity
Trip-planning prompts
8.09% 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 are the best alternatives to Kosta Browne in Sonoma?
43.11
Appearance Rate
44.4%
Consistency
Rare
Which Sonoma wineries are best known for Pinot Noir?
41.65
Appearance Rate
44.26%
Consistency
Rare
Which Sonoma wineries are similar to Williams Selyem but more accessible?
29.14
Appearance Rate
28.23%
Consistency
Rare
Which Sonoma wineries are worth visiting besides the most famous ones?
19.42
Appearance Rate
10.15%
Consistency
Rare
What are some underrated Sonoma wineries that are still worth visiting?
15.9
Appearance Rate
7.5%
Consistency
Rare
Which Napa or Sonoma wineries offer premium tasting experiences without feeling overly commercial?
15.85
Appearance Rate
6.67%
Consistency
Rare
What wineries should I book in advance for a Sonoma weekend?
15.23
Appearance Rate
8.34%
Consistency
Rare
Which Sonoma wineries should I visit for a first-time trip?
15.0
Appearance Rate
6.67%
Consistency
Rare
If I only have one day in Sonoma, which wineries should I prioritize?
14.46
Appearance Rate
8.89%
Consistency
Rare
What Sonoma wineries offer the most memorable overall tasting experience?
13.87
Appearance Rate
7.34%
Consistency
Rare
Question Prompt Visibility i Appearance Rate i Consistency i
What are the best alternatives to Kosta Browne in Sonoma?
43.11
44.4% Rare
Which Sonoma wineries are best known for Pinot Noir?
41.65
44.26% Rare
Which Sonoma wineries are similar to Williams Selyem but more accessible?
29.14
28.23% Rare
Which Sonoma wineries are worth visiting besides the most famous ones?
19.42
10.15% Rare
What are some underrated Sonoma wineries that are still worth visiting?
15.9
7.5% Rare
Which Napa or Sonoma wineries offer premium tasting experiences without feeling overly commercial?
15.85
6.67% Rare
What wineries should I book in advance for a Sonoma weekend?
15.23
8.34% Rare
Which Sonoma wineries should I visit for a first-time trip?
15.0
6.67% Rare
If I only have one day in Sonoma, which wineries should I prioritize?
14.46
8.89% Rare
What Sonoma wineries offer the most memorable overall tasting experience?
13.87
7.34% 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

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
15.56
Jun 19
7-Day Overall Change
-1.09
Net change across the completed dates shown.
Best Overall Day
19.68
Jun 14
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