Live Rankings

AI Visibility Leaderboard

AI visibility is measured across tracked visitor-style prompts for Napa and Sonoma wineries.

Updated daily at 5:00 AM PT
Tracked Questions
50
Discovery questions sourced from real user survey responses and tracked daily.
Latest Daily Run
750
750 AI responses. 50 questions × 3 models × 5 runs in the latest completed run.
Public Rankings
Top 20
The public leaderboard highlights the strongest current performers. Additional entities are monitored internally as scoring coverage improves.
Models Tracked
3
GPT, Claude, and Gemini are tracked against the same discovery-question set.
Current Leader
Opus One
AI Visibility Index 57.51 · Strong AI visibility
Methodology: rankings are based on real wine-country discovery questions gathered from user survey data, not just prompts written by AI.

How to read the AI Visibility Index

The AI Visibility Index is a relative score, not a quality rating. It measures how often a winery appears, how consistently it appears across GPT, Claude, and Gemini, and how prominently it is positioned in AI-generated winery recommendations. Because AI attention is spread across many wineries, even leading wineries may score well below 100.

Rankings reflect current AI visibility across tracked visitor-style prompts. Average weekly mentions smooth raw volume across the tracking window.

Mention Frequency
How often a winery appears in tracked AI answers.
Model Coverage
Whether it appears across GPT, Claude, and Gemini.
Position Quality
How prominently it appears when mentioned in AI-generated winery lists.

Market Snapshot

Current AI visibility across tracked visitor-style prompts for Napa and Sonoma wineries.

Top Napa Winery Right Now
Opus One
AI Visibility Index 57.51
Top Sonoma Winery Right Now
Benziger Family Winery
AI Visibility Index 44.56
Average Weekly Regional Mentions — Napa
21,933
Average weekly mentions smooth raw volume across the tracking window.
Average Weekly Regional Mentions — Sonoma
13,391
Average weekly mentions smooth raw volume across the tracking window.
Wineries Surfaced — Napa
191
Distinct Napa wineries surfaced in completed tracking runs.
Wineries Surfaced — Sonoma
186
Distinct Sonoma wineries surfaced in completed tracking runs.

Current AI Visibility Rankings

Rankings reflect current AI visibility across tracked visitor-style prompts. The AI Visibility Index is a relative strength score, not a quality rating.

Established 25+ scored appearances
Building 5–24 scored appearances
Thin sample Fewer than 5 scored appearances
Rank Winery Region AI Visibility Index Weekly Mentions Prompt Coverage 4-Week Trend
1 Opus One
Established
Napa
57.51
 1,228 70% —
2 Castello di Amorosa
Established
Napa
55.09
 1,788 84% —
3 Harlan Estate
Established
Napa
49.26
 219 22% —
4 Robert Mondavi Winery
Established
Napa
48.61
 1,415 86% —
5 Stag's Leap Wine Cellars
Established
Napa
48.51
 1,363 70% —
6 Screaming Eagle
Established
Napa
45.53
 366 44% —
7 Benziger Family Winery
Established
Sonoma
44.56
 902 60% —
8 V Sattui Winery
Established
Napa
43.42
 1,130 84% —
9 Stony Hill Vineyard
Building
Napa
43.41
 51.7 4% —
10 Williams Selyem
Established
Sonoma
42.70
 183 22% —
11 Arnot-Roberts
Established
Sonoma
41.96
 54.7 10% —
12 Unti Vineyards
Established
Sonoma
41.79
 90.7 14% —
13 Silver Oak Cellars
Established
Napa
41.56
 1,502 92% —
14 Gundlach Bundschu Winery
Established
Sonoma
40.83
 607 50% —
15 Kosta Browne
Established
Sonoma
40.66
 304 34% —
16 Kunde Family Winery
Established
Sonoma
40.21
 448 46% —
17 Scribe Winery
Established
Sonoma
39.93
 553 52% —
18 Beringer Vineyards
Established
Napa
39.40
 1,149 68% —
19 Jordan Vineyard & Winery
Established
Sonoma
38.57
 564 62% —
20 Chateau St. Jean Winery & Vineyards
Established
Sonoma
38.10
 534 56% —

This Week’s Movers

Week-over-week movement compares the latest completed tracking week against the previous completed week.

This week: May 4–May 10 · Compared with last week · Weeks run Monday–Sunday.

Moving Up This Week

1
Arnot-Roberts
Sonoma · This week index 49.75
+9.12 index pts · 22 mentions this week
2
Bacigalupi Vineyards
Sonoma · This week index 22.43
+8.63 index pts · 3 mentions this week
3
Schweiger Vineyards & Winery
Napa · This week index 25.33
+8.10 index pts · 3 mentions this week
4
Kenwood Vineyards
Sonoma · This week index 23.75
+7.65 index pts · 3 mentions this week
5
Limerick Lane Cellars
Sonoma · This week index 25.34
+7.12 index pts · 9 mentions this week

Moving Down This Week

1
Bouchaine Vineyards
Napa · This week index 17.51
-7.67 index pts · 7 mentions this week
2
Cardinale
Napa · This week index 20.36
-7.40 index pts · 8 mentions this week
3
Dalla Valle Vineyards
Napa · This week index 27.09
-7.29 index pts · 20 mentions this week
4
Laird Family Estate
Napa · This week index 16.87
-6.37 index pts · 5 mentions this week
5
Williams Selyem
Sonoma · This week index 39.04
-5.62 index pts · 63 mentions this week

Napa vs Sonoma

Average weekly mentions smooth raw volume across the tracking window. Current rankings above are based on current AI Visibility Index, coverage, and recent momentum.

Napa

Avg AI Visibility Index
29.26
Weekly Mentions
21,933
Wineries Surfaced
191
Avg Prompt Coverage
22.5%
Regional Leader
Opus One
AI Visibility Index 57.51

Sonoma

Avg AI Visibility Index
26.88
Weekly Mentions
13,391
Wineries Surfaced
186
Avg Prompt Coverage
18.4%
Regional Leader
Benziger Family Winery
AI Visibility Index 44.56
Average Weekly Regional Mentions

Recent Tracking Context

Showing the last 30 days of completed tracking runs. This is a recent snapshot, not an all-time tally.

Recent Weekly AI Mentions by Region

Most Mentioned Wineries — Last 30 Days

Rank Winery Region Total AI Mentions Avg AI Visibility Index Score Rows
1 Castello di Amorosa Napa 5,363 55.09 630
2 Silver Oak Cellars Napa 4,506 41.56 688
3 Robert Mondavi Winery Napa 4,244 48.61 606
4 Stag's Leap Wine Cellars Napa 4,088 48.51 524
5 Opus One Napa 3,685 57.51 433
6 Beringer Vineyards Napa 3,447 39.40 572
7 V Sattui Winery Napa 3,390 43.42 564
8 Chandon Napa 2,997 37.04 569
9 Benziger Family Winery Sonoma 2,705 44.56 394
10 Caymus Vineyards Napa 2,522 35.81 495
11 Domaine Carneros Napa 2,053 33.11 528
12 Cakebread Cellars Napa 1,970 28.94 492
13 Schramsberg Vineyards & Davies Vineyards Napa 1,930 28.06 512
14 Gundlach Bundschu Winery Sonoma 1,820 40.83 308
15 Jordan Vineyard & Winery Sonoma 1,692 38.57 322
16 Scribe Winery Sonoma 1,658 39.93 324
17 Cline Cellars Sonoma 1,655 32.48 394
18 Chateau Montelena Winery Napa 1,612 28.22 477
19 Chateau St. Jean Winery & Vineyards Sonoma 1,603 38.10 309
20 St. Francis Winery & Vineyards Sonoma 1,405 32.11 352
21 Duckhorn Vineyards Napa 1,360 23.76 499
22 Kunde Family Winery Sonoma 1,344 40.21 256
23 Imagery Estate Winery Sonoma 1,240 34.95 249
24 Francis Ford Coppola Winery Sonoma 1,226 30.15 382
25 Inglenook Napa 1,210 25.15 368