Leaderboard / Sterling Vineyards

Sterling Vineyards

AI Visibility Profile · Napa Valley
GPT Claude Gemini
23.69
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.
17.09% appearance rate
AI Queries Appearing In
29
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
29 / 50
queries where you appear
Actionable Insight

Where your visibility is strongest and where to look next

Strongest visibility
Family-friendly visits
37.95% appearance across this discovery theme.
Biggest opportunity
Trip-planning prompts
10.30% 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
What wineries in Napa or Sonoma are good for a family visit?
45.68
51.11% Occasional 18
What are the best Napa wineries for someone new to wine?
37.68
34.82% Rare 18
Which wineries in Napa are not intimidating for beginners?
35.18
30.00% Rare 18
What wineries in Napa are good for walk-ins?
26.13
22.04% Rare 17
What wineries are easy to visit without a strict schedule?
25.02
15.83% Rare 16
Which Napa wineries are known for great hospitality and beautiful settings?
23.07
19.63% Rare 18
What wineries are good if not everyone in the group is into wine?
21.45
10.95% Rare 14
Which Napa wineries don’t require reservations?
21.18
11.43% Rare 14
How should I plan a two-day Napa Valley itinerary with winery stops?
20.58
11.28% Rare 13
Which wineries are best to visit early in the day vs later in the day?
19.76
10.77% Rare 13
What are the best Napa wineries under $50 for tastings?
19.45
10.67% Rare 15
If I only have one day in Napa, which wineries should I prioritize?
18.97
10.00% Rare 4
Which wineries are best for a group trip with mixed ages?
18.36
9.09% Rare 11
Which Napa Valley wineries should I visit for a first-time trip?
17.84
9.18% Rare 11
What wineries are good for a casual group tasting experience?
17.62
8.67% Rare 10
What wineries are good for couples traveling with older parents?
17.61
8.34% Rare 8
What wineries are easiest for a casual, relaxed first visit?
17.50
8.89% Rare 12
Which wineries are good for people just getting into wine tasting?
17.17
9.52% Rare 14
What are the smartest winery stops for a short Napa trip?
16.29
10.00% Rare 2
Which Napa wineries offer the best value for the experience?
16.17
9.23% Rare 13
What Sonoma wineries are great for a relaxed tasting experience? Cross-region AI mention
16.00
6.67% Rare 1
What are the best wineries to visit in Napa Valley right now?
16.00
6.67% Rare 1
Which wineries are best for a girls trip or weekend getaway?
15.15
6.67% Rare 2
What Napa wineries offer the most memorable overall tasting experience?
15.11
6.67% Rare 5
What Sonoma wineries are best for a scenic day of tastings? Cross-region AI mention
14.29
6.67% Rare 1
What wineries are good stops between Napa and Sonoma?
13.93
6.67% Rare 3
What are the best wineries to visit in Sonoma County? Cross-region AI mention
13.75
6.67% Rare 1
What Sonoma wineries are affordable but still high quality? Cross-region AI mention
13.33
6.67% Rare 1
What wineries pair well together for a Napa tasting day?
13.17
6.67% Rare 2

Performance by AI model

How each AI model rates this winery's visibility
Model AI Visibility Index Appearance % Analyzed responses Status
Gemini
13.95
10.79% 4476 Occasional
GPT
8.87
4.06% 4485 Occasional
Claude
5.73
0.94% 4484 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
42.21
May 05
7-Day Overall Change
+0.84
Net change across the completed dates shown.
Best Overall Day
42.24
May 03
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