Category AI Visibility Report
Snack Cakes 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
≈814
Est. AI queries / month
6
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 6 buyer topics in Snack Cakes across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 814 AI queries per month.
- Little Debbie leads the AI shelf with 21.2% of brand mentions, followed by Hostess (16.6%) and Katz (13.4%). The top three hold 51.2% combined — a concentrated shelf where challengers need a differentiated topic wedge.
- The highest-demand topic is “Gluten-free snack cakes” (top keyword “gluten free snack cakes”, ~590 searches/mo).
- AI answers lean on sporked.com most (18.7% 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 | Little Debbie | 460 | 21.2% |
| 2 | Hostess | 361 | 16.6% |
| 3 | Katz | 292 | 13.4% |
| 4 | Schär | 89 | 4.1% |
| 5 | Marinela | 66 | 3% |
| 6 | Tastykake | 56 | 2.6% |
| 7 | Drake's | 50 | 2.3% |
| 8 | Wonder | 40 | 1.8% |
| 9 | Hill & Valley | 38 | 1.7% |
| 10 | SmartCake | 38 | 1.7% |
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 |
|---|---|---|---|
| Gluten-free snack cakes | ≈410 | gluten free snack cakes | 590 |
| Sugar-free snack cakes | ≈404 | sugar free snack cakes | 210 |
| Banana snack cakes | — | hummingbird cake | 60,500 |
| Chocolate snack cakes | — | german chocolate cake | 110,000 |
| Strawberry snack cakes | — | strawberry cake | 60,500 |
| Christmas snack cakes | — | christmas tree cakes | 12,100 |
Sources AI cites in this category
Root domains AI engines cited most when answering category queries in the last 30 days.
| Domain | Citations | Share |
|---|---|---|
| sporked.com | 60 | 18.7% |
| walmart.com | 60 | 18.7% |
| reddit.com | 46 | 14.3% |
| littledebbie.com | 35 | 10.9% |
| target.com | 31 | 9.7% |
| kroger.com | 17 | 5.3% |
| katzglutenfree.com | 17 | 5.3% |
| heb.com | 10 | 3.1% |
Related category reports
FAQ
Which brands do AI assistants recommend most for snack cakes?
Over the last 30 days the top brands by AI mention share are: Little Debbie (21.2%), Hostess (16.6%), Katz (13.4%), Schär (4.1%), Marinela (3%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about snack cakes?
GEOly estimates ~814 AI queries per month in this category across 6 buyer topics, led by “Gluten-free snack cakes”.
Which sources do AI engines cite for snack cakes?
The most-cited domains are: sporked.com, walmart.com, reddit.com, littledebbie.com, target.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.