What LLMs cite
How to predict wine vintage popularity more accurately?
From recent prompt runs · United States · Updated November 3, 2026
GEOGrow tested this high-intent customer question across ChatGPT, Gemini, and Perplexity. Rankings below show which companies appeared most often in those responses — not who is independently the best.
Top brand
Wine-Searcher Pro
Leads across all key metrics
AI engines mentioning
1 of 3
Wine-Searcher Pro appears in 1 of 3 AI engines
#1 recommendations
1
Wine-Searcher Pro was the #1 recommendation once.
AI answer share
33%
Wine-Searcher Pro appears in 33% of answers in our tests
Top AI Answers
Which companies appear most often in AI responses?
Updated November 3, 2026
| # | Company | AI engines mentioning | #1 recommendations | AI answer share |
|---|---|---|---|---|
| 1 | Wine-Searcher Pro Claim your company | 1 of 3 | 1 | 33% |
| 2 | Tastry Claim | 1 of 3 | 1 | 33% |
| 3 | CellarTracker Claim | 2 of 3 | 0 | 67% |
| 4 | Liv-ex Claim | 2 of 3 | 0 | 67% |
| 5 | Wine-Searcher Claim | 1 of 3 | 0 | 33% |
| 6 | Enolytics Claim | 2 of 3 | 0 | 67% |
| 7 | Tastewise Claim | 1 of 3 | 0 | 33% |
| 8 | Vinovest Claim | 1 of 3 | 0 | 33% |
What Each AI Recommended
Recent answer snapshots by engine.
ChatGPT
- 1. Wine-Searcher Pro
- 2. CellarTracker
- 3. Liv-ex
- 4. Tastewise
- 5. Enolytics
- 6. NIQ
+5 more in this answer
Gemini
- 1. Tastry
- 2. Liv-ex
- 3. Wine-Searcher
- 4. Enolytics
- 5. Vinovest
- 6. CellarTracker
+5 more in this answer
Perplexity
No listed companies extracted from this model’s response.
What LLMs cite
Sources cited in the most recent prompt runs for this question. The mix varies by engine.
- eprints.ugd.edu.mk Predicting wine properties based on weather conditions using ...
- frontiersin.org Frontiers | Predicting wine prices based on the weather: Bordeaux vineyards in a changing climate
- mdpi.com Predicting Wine Quality Under Changing Climate
- quora.com How do you taste wine and guess the vintage? - Quora
- reddit.com Researchers have revealed how to find the exact origin of a ...
- ui.adsabs.harvard.edu Predictive Modeling of Wine Quality Through Machine ...
- wineberserkers.com Feedback for my wine data analysis project - Wine Berserkers
Who's Winning in AI?
AI Leaderboard · Based on this buyer question
Wine-Searcher Pro currently leads this conversation. AI visibility leadership is valuable — but competitive markets shift fast.
Wine-Searcher Pro currently leads this conversation.
- #1
- #2 Tastry 33%
- #3 CellarTracker 67%
- #4 Liv-ex 67%
- #5 Wine-Searcher 33%
- #6 Enolytics 67%
- #7 Tastewise 33%
- #8 Vinovest 33%
Get ahead of the competition
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How We Measure AI Answer Share
AI Answer Tracker by GEOGrow measures how companies appear when high-intent customer questions are asked across supported AI platforms. Results are observational snapshots and can vary by model, location, personalization, source availability, and date.
AI Answer Share is weighted recommendation appearances divided by all possible recommendation opportunities. Rankings shown here represent the responses collected during the stated research period and are not endorsements by GEOGrow. Method: 3 independent AI observations.
- Question tested
- How to predict wine vintage popularity more accurately?
- Market
- United States
- AI engines
- ChatGPT, Gemini, and Perplexity
- Research date
- November 3, 2026