Duckhorn Vineyards

AI Visibility Profile · Napa Valley

GPT Claude Gemini

23.76

AI Visibility Index

Limited AI visibility

This is a relative AI Visibility Index, not a quality rating. Competitors are appearing more often and more prominently across tracked AI discovery prompts.

18.19% appearance rate

AI Queries Appearing In

out of 50 tracked queries

Models Recommending You

3 / 3

Appearing across all 3 tracked AI models.

Typical Mention Position

Mentioned late

in AI responses

Your Rank

Bottom 50%

among Napa & Sonoma wineries

Visibility Gap

+51 points to top tier

score needed to reach top 10%

Query Coverage

40 / 50

queries where you appear

Actionable Insight

Where your visibility is strongest and where to look next

Strongest visibility

Varietal-specific discovery

35.44% appearance across this discovery theme.

Biggest opportunity

Trip-planning prompts

20.82% appearance suggests room to grow in this strategically important discovery theme.

Where you appear in AI search

Queries where AI models have recommended this winery — sorted by score

"These are the exact questions people ask AI when planning wine country visits. Appearing consistently in more of these drives 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. winesrch2 tracks these because they reflect how AI systems actually guide discovery; they do not imply the winery is physically located in that region.

Query Text	AI Visibility Index	Appearance %	Consistency	Executions
Which Napa wineries are similar to Caymus but less expensive?	49.56	48.89%	Rare	18
Which Napa wineries are worth visiting besides the most famous ones?	40.62	38.52%	Rare	18
What wineries should I prioritize if I want a smooth tasting schedule?	36.30	31.11%	Rare	18
What are the best alternatives to Opus One in Napa?	33.95	35.93%	Rare	18
Which Napa wineries are best known for Cabernet Sauvignon?	33.88	36.67%	Rare	18
What wineries are good if not everyone in the group is into wine?	31.04	13.70%	Rare	18
What wineries pair well together for a Napa tasting day?	29.80	25.56%	Rare	18
Which Napa Valley wineries should I visit for a first-time trip?	26.02	25.77%	Rare	18
How should I plan a two-day Napa Valley itinerary with winery stops?	23.23	20.39%	Rare	17
Which wineries are good for people just getting into wine tasting?	23.20	16.08%	Rare	17
What are the best Napa wineries for someone new to wine?	22.97	17.78%	Rare	18
What wineries are easiest for a casual, relaxed first visit?	22.87	15.56%	Rare	15
What are the smartest winery stops for a short Napa trip?	22.08	18.52%	Rare	18
What wineries are good for couples traveling with older parents?	21.99	15.19%	Rare	18
Which Napa wineries offer the best value for the experience?	21.31	13.33%	Rare	16
What are some underrated Napa wineries that are still worth visiting?	20.52	11.67%	Rare	12
Which Sonoma wineries overdeliver on both wine and experience? Cross-region AI mention	20.22	13.96%	Rare	16
Which wineries in Napa are not intimidating for beginners?	19.56	12.55%	Rare	17
Which Napa wineries are known for great hospitality and beautiful settings?	19.21	10.00%	Rare	2
Which Napa wineries are most respected by serious wine collectors?	18.96	15.00%	Rare	4
What wineries are best for celebrating something special like an anniversary or birthday?	18.58	10.95%	Rare	14
Which Sonoma wineries are best known for Pinot Noir? Cross-region AI mention	18.48	13.33%	Rare	1
Which wineries are best to visit early in the day vs later in the day?	18.29	10.56%	Rare	12
What are the best wineries to visit in Sonoma County? Cross-region AI mention	18.27	13.70%	Rare	18
Which wineries are best for a girls trip or weekend getaway?	18.22	8.72%	Rare	13
Which Sonoma wineries compare to the best ones in Napa?	17.50	6.67%	Rare	2
What are the best wineries to visit in Napa Valley right now?	17.45	10.22%	Rare	17
Which Sonoma wineries should I visit for a weekend trip? Cross-region AI mention	17.23	11.43%	Rare	14
What wineries are good for a casual group tasting experience?	16.93	9.05%	Rare	14
What Sonoma producers should collectors pay attention to? Cross-region AI mention	16.58	6.67%	Rare	3
If I only have one day in Napa, which wineries should I prioritize?	16.57	11.14%	Rare	15
What are the best Napa wineries under $50 for tastings?	16.54	11.33%	Rare	10
Which wineries are best for a group trip with mixed ages?	16.46	8.57%	Rare	7
What Sonoma wineries are great for a relaxed tasting experience? Cross-region AI mention	16.43	6.67%	Rare	3
What wineries should I book in advance for a Napa weekend?	14.88	8.46%	Rare	8
What Napa wineries offer the most memorable overall tasting experience?	14.45	7.28%	Rare	11
What wineries are easy to visit without a strict schedule?	14.23	7.23%	Rare	12
Which Napa wineries don’t require reservations?	14.10	6.67%	Rare	3
Which Sonoma wineries offer more educational tasting experiences? Cross-region AI mention	13.54	6.67%	Rare	3
What wineries in Napa are good for walk-ins?	13.46	6.67%	Rare	5

Performance by AI model

How each AI model rates this winery's visibility

Model	AI Visibility Index	Appearance %	Analyzed responses	Status
Claude	14.67	11.62%	4484	Occasional
Gemini	11.31	9.45%	4476	Occasional
GPT	10.79	9.28%	4485	Occasional

AI Visibility Trend

Daily AI Visibility Index by model across completed tracking batches. The dashed line shows the overall blended index.

Latest Overall Index

40.93

May 05

7-Day Overall Change

-3.22

Net change across the completed dates shown.

Best Overall Day

47.36

May 02

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