Category AI Visibility Report
Buttermilk 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 Buttermilk across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 0 AI queries per month.
- SACO leads the AI shelf with 17.7% of brand mentions, followed by Borden (9.2%) and Hoosier Hill Farm (8.5%). The top three hold 35.4% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “buttermilk for fried chicken” (top keyword “buttermilk for frying chicken”, ~49,500 searches/mo).
- AI answers lean on bonappetit.com most (24.5% 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 | SACO | 138 | 17.7% |
| 2 | Borden | 72 | 9.2% |
| 3 | Hoosier Hill Farm | 66 | 8.5% |
| 4 | Organic Valley | 50 | 6.4% |
| 5 | Prairie Farms | 40 | 5.1% |
| 6 | King Arthur Baking | 39 | 5% |
| 7 | Marburger | 37 | 4.7% |
| 8 | Hiland | 34 | 4.4% |
| 9 | PURITY | 33 | 4.2% |
| 10 | Kalona | 28 | 3.6% |
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 |
|---|---|---|---|
| buttermilk for fried chicken | — | buttermilk for frying chicken | 49,500 |
| cultured buttermilk | — | cultured buttermilk | 6,600 |
| powdered buttermilk | — | buttermilk powder | 8,100 |
| buttermilk biscuits | — | buttermilk homemade biscuits | 5,400 |
Sources AI cites in this category
Root domains AI engines cited most when answering category queries in the last 30 days.
| Domain | Citations | Share |
|---|---|---|
| bonappetit.com | 61 | 24.5% |
| kingarthurbaking.com | 53 | 21.3% |
| reddit.com | 26 | 10.4% |
| foodnetwork.com | 25 | 10% |
| hoosierhillfarm.com | 10 | 4% |
| walmart.com | 8 | 3.2% |
| substitutechef.com | 6 | 2.4% |
| organicvalley.coop | 6 | 2.4% |
Related category reports
FAQ
Which brands do AI assistants recommend most for buttermilk?
Over the last 30 days the top brands by AI mention share are: SACO (17.7%), Borden (9.2%), Hoosier Hill Farm (8.5%), Organic Valley (6.4%), Prairie Farms (5.1%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about buttermilk?
GEOly estimates ~0 AI queries per month in this category across 4 buyer topics, led by “buttermilk for fried chicken”.
Which sources do AI engines cite for buttermilk?
The most-cited domains are: bonappetit.com, kingarthurbaking.com, reddit.com, foodnetwork.com, hoosierhillfarm.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.