Category AI Visibility Report
Hard Seltzers AI Visibility Report 2026: Top Brands & Buyer Topics in AI Search
Data updated 2026-08-27 · 30-day window · ChatGPT · Google AI Mode · Google AI Overviews
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Est. AI queries / month
4
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 4 buyer topics in Hard Seltzers across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 0 AI queries per month.
- White Claw leads the AI shelf with 20.4% of brand mentions, followed by Truly (15.1%) and Topo (11.3%). The top three hold 46.8% combined — a concentrated shelf where challengers need a differentiated topic wedge.
- The highest-demand topic is “Hard seltzers with high alcohol content” (top keyword “white claw alcohol content”, ~6,600 searches/mo).
- AI answers lean on reddit.com most (19.5% of citations) — earning presence on these sources is the shortest path to being recommended.
Brands AI recommends most
Share of brand mentions across AI answers in the last 30 days (Share of Model).
| # | Brand | AI mentions | Share |
|---|---|---|---|
| 1 | White Claw | 427 | 20.4% |
| 2 | Truly | 316 | 15.1% |
| 3 | Topo | 238 | 11.3% |
| 4 | High Noon | 227 | 10.8% |
| 5 | Spindrift | 149 | 7.1% |
| 6 | Corona | 100 | 4.8% |
| 7 | Vizzy | 99 | 4.7% |
| 8 | Michelob Ultra | 91 | 4.3% |
| 9 | Bud Light | 47 | 2.2% |
| 10 | Topo Chico Hard Seltzer | 45 | 2.1% |
What shoppers ask AI
Buyer topics monitored in this category, with estimated monthly AI queries and the top Google keyword behind each topic.
| Topic | Est. AI queries / mo | Top keyword | Search volume / mo |
|---|---|---|---|
| Hard seltzers with high alcohol content | — | white claw alcohol content | 6,600 |
| Best hard seltzers | — | hard seltzer | 110,000 |
| Gluten free hard seltzers | — | gluten free hard seltzers | 9,900 |
| Low carb hard seltzers | — | carbliss seltzer | 6,600 |
Sources AI cites in this category
Root domains AI engines cited most when answering category queries in the last 30 days.
| Domain | Citations | Share |
|---|---|---|
| reddit.com | 59 | 19.5% |
| foodandwine.com | 40 | 13.2% |
| vinepair.com | 34 | 11.2% |
| carbmenot.com | 26 | 8.6% |
| whiteclaw.com | 23 | 7.6% |
| celiac.com | 21 | 6.9% |
| wellnd.com | 14 | 4.6% |
| trulyhardseltzer.com | 13 | 4.3% |
Related category reports
FAQ
Which brands do AI assistants recommend most for hard seltzers?
Over the last 30 days the top brands by AI mention share are: White Claw (20.4%), Truly (15.1%), Topo (11.3%), High Noon (10.8%), Spindrift (7.1%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about hard seltzers?
GEOly estimates ~0 AI queries per month in this category across 4 buyer topics, led by “Hard seltzers with high alcohol content”.
Which sources do AI engines cite for hard seltzers?
The most-cited domains are: reddit.com, foodandwine.com, vinepair.com, carbmenot.com, whiteclaw.com. Building brand presence on these sources is the most direct way to win AI recommendations.
Methodology
GEOly continuously runs category buyer prompts across ChatGPT, Google AI Mode, Google AI Overviews and records which brands are mentioned and which sources are cited. Figures aggregate a 30-day window; AI query volumes are modeled estimates from keyword demand and AI-adoption share. Data: GEOly MCP Server, updated 2026-08-27.
See your brand inside this category
GEOly tracks how ChatGPT, Google AI Mode and Google AI Overviews mention, rank and cite your brand against every competitor above — and what to fix to win the AI shelf.