Keller Estate

AI Visibility Profile · Sonoma

GPT Claude Gemini

15.77 / 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

7 / 35

20% 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 mid-list

in AI responses

AI Discovery Readout

Limited AI visibility today.

Keller Estate appears in 7 of 35 applicable trip-planning prompts across all three tracked models, ranking #110 among Napa and Sonoma wineries (top 28%), with a 15.77 / 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 28%

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

7 / 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.

Keller Estate has strongest AI visibility in tasting experience, where visitor questions frequently surface it in recommendations.

Strongest signal

Tasting experience

6.67% 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 the best wineries to visit in Sonoma County right now?

40.0

Appearance Rate

6.67%

Consistency

Rare

Which Sonoma wineries are known for great hospitality and beautiful settings?

40.0

Appearance Rate

6.67%

Consistency

Rare

Which Napa or Sonoma wineries overdeliver on both wine and experience?

25.0

Appearance Rate

6.67%

Consistency

Rare

If I only have one day in Sonoma, which wineries should I prioritize?

20.0

Appearance Rate

6.67%

Consistency

Rare

What are the best alternatives to Kosta Browne in Sonoma?

14.29

Appearance Rate

6.67%

Consistency

Rare

Which Napa or Sonoma wineries offer more educational tasting experiences?

13.33

Appearance Rate

6.67%

Consistency

Rare

Which Sonoma wineries are similar to Williams Selyem but more accessible?

13.0

Appearance Rate

6.67%

Consistency

Rare

Question	Prompt Visibility i	Appearance Rate i	Consistency i
What are the best wineries to visit in Sonoma County right now?	40.0	6.67%	Rare
Which Sonoma wineries are known for great hospitality and beautiful settings?	40.0	6.67%	Rare
Which Napa or Sonoma wineries overdeliver on both wine and experience?	25.0	6.67%	Rare
If I only have one day in Sonoma, which wineries should I prioritize?	20.0	6.67%	Rare
What are the best alternatives to Kosta Browne in Sonoma?	14.29	6.67%	Rare
Which Napa or Sonoma wineries offer more educational tasting experiences?	13.33	6.67%	Rare
Which Sonoma wineries are similar to Williams Selyem but more accessible?	13.0	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

3.28

Jun 19

7-Day Overall Change

-6.8

Net change across the completed dates shown.

Best Overall Day

10.08

Jun 13

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