What LLMs cite
Where to find truly unique and high-quality aged spirits, not mass-produced?
From recent prompt runs · United States · Updated November 3, 2026
GEOGrow tested this high-intent customer question across Gemini, Perplexity, and ChatGPT. Rankings below show which companies appeared most often in those responses — not who is independently the best.
Top brand
Seelbach's
Leads across all key metrics
AI engines mentioning
3 of 3
Seelbach's appears in 3 of 3 AI engines
#1 recommendations
2
Seelbach's was the #1 recommendation twice.
AI answer share
100%
Seelbach's appears in 100% 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 | Seelbach's Claim your company | 3 of 3 | 2 | 100% |
| 2 | Roaming Road Spirits Claim | 1 of 3 | 1 | 33% |
| 3 | Lost Lantern Claim | 2 of 3 | 0 | 67% |
| 4 | Caskers Claim | 1 of 3 | 0 | 33% |
| 5 | Lost Lantern Whiskey Claim | 1 of 3 | 0 | 33% |
| 6 | Single Cask Nation Claim | 2 of 3 | 0 | 67% |
| 7 | Flaviar Claim | 1 of 3 | 0 | 33% |
| 8 | Copper & Cask Claim | 1 of 3 | 0 | 33% |
What Each AI Recommended
Recent answer snapshots by engine.
ChatGPT
- 1. Seelbach's
- 2. Lost Lantern Whiskey
- 3. Single Cask Nation
- 4. K&L Wine Merchants
- 5. Astor Wines & Spirits
- 6. Mash & Grape
+5 more in this answer
Gemini
- 1. Seelbach's
- 2. Caskers
- 3. Flaviar
- 4. Lost Lantern
- 5. Single Cask Nation
- 6. Frootbat
+5 more in this answer
Perplexity
What LLMs cite
Sources cited in the most recent prompt runs for this question. The mix varies by engine.
- reservebar.com ReserveBar: Quality Spirits, Wine, and Champagne Online
- seelbachs.com Seelbach's: Unlocking Craft Spirits
- seelbachs.com Premium Bourbon & Craft Whiskey
- copperandcaskspirits.com Copper & Cask
- firstfillspirits.com Lost Lantern Frey Ranch 6YR Straight Rye
- heavenhill.com Heaven Hill Brands: Home
- heavenlyspirits.com Heavenly Spirits Single Cask Selections
- roamingroadspirits.com Our Story | Roaming Road Spirits – Independent Bottler
Who's Winning in AI?
AI Leaderboard · Based on this buyer question
Seelbach's currently leads this conversation. AI visibility leadership is valuable — but competitive markets shift fast.
Seelbach's currently leads this conversation.
- #1 Seelbach's 100%
- #2
- #3 Lost Lantern 67%
- #4 Caskers 33%
- #5
- #6
- #7 Flaviar 33%
- #8 Copper & Cask 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
- Where to find truly unique and high-quality aged spirits, not mass-produced?
- Market
- United States
- AI engines
- Gemini, Perplexity, and ChatGPT
- Research date
- November 3, 2026