Category AI Visibility Report
Sour Creams 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
≈7,146
Est. AI queries / month
7
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 7 buyer topics in Sour Creams across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 7,146 AI queries per month.
- Daisy leads the AI shelf with 21.5% of brand mentions, followed by Good Culture (5.7%) and Kalona (5.6%). The top three hold 32.8% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “Sour creams for keto” (top keyword “full fat sour cream”, ~2,900 searches/mo).
- AI answers lean on reddit.com most (15.2% 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 | Daisy | 691 | 21.5% |
| 2 | Good Culture | 184 | 5.7% |
| 3 | Kalona | 179 | 5.6% |
| 4 | Organic Valley | 173 | 5.4% |
| 5 | Tillamook | 159 | 4.9% |
| 6 | Breakstone's | 146 | 4.5% |
| 7 | Green Valley Creamery | 138 | 4.3% |
| 8 | Nancy's | 120 | 3.7% |
| 9 | Cabot | 113 | 3.5% |
| 10 | Lane Bryant Cacique | 109 | 3.4% |
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 |
|---|---|---|---|
| Sour creams for keto | ≈3,663 | full fat sour cream | 2,900 |
| Mexican style sour creams | ≈3,483 | sour cream enchiladas recipe | 1,900 |
| Dairy free sour creams | — | dairy free sour cream | 9,900 |
| Lactose free sour creams | — | lactose free sour cream | 6,600 |
| Best sour creams | — | sour cream | 90,500 |
| Light sour creams | — | light sour cream | 5,400 |
| Cultured sour creams | — | sour cream culture | 4,400 |
Sources AI cites in this category
Root domains AI engines cited most when answering category queries in the last 30 days.
| Domain | Citations | Share |
|---|---|---|
| reddit.com | 90 | 15.2% |
| walmart.com | 49 | 8.3% |
| getcrunchy.co | 30 | 5.1% |
| southernliving.com | 27 | 4.6% |
| allrecipes.com | 27 | 4.6% |
| daisybrand.com | 26 | 4.4% |
| godairyfree.org | 23 | 3.9% |
| organicvalley.coop | 22 | 3.7% |
Related category reports
FAQ
Which brands do AI assistants recommend most for sour creams?
Over the last 30 days the top brands by AI mention share are: Daisy (21.5%), Good Culture (5.7%), Kalona (5.6%), Organic Valley (5.4%), Tillamook (4.9%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about sour creams?
GEOly estimates ~7,146 AI queries per month in this category across 7 buyer topics, led by “Sour creams for keto”.
Which sources do AI engines cite for sour creams?
The most-cited domains are: reddit.com, walmart.com, getcrunchy.co, southernliving.com, allrecipes.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.