Category AI Visibility Report
Cake Pans 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
≈16,392
Est. AI queries / month
19
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 19 buyer topics in Cake Pans across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 16,392 AI queries per month.
- Nordic Ware leads the AI shelf with 29.3% of brand mentions, followed by Fat Daddio's (16.9%) and USA Pan (10.3%). The top three hold 56.5% combined — a concentrated shelf where challengers need a differentiated topic wedge.
- The highest-demand topic is “Rectangular cake pans” (top keyword “cake pans rectangle”, ~1,900 searches/mo).
- AI answers lean on nordicware.com most (17.8% 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 | Nordic Ware | 2,217 | 29.3% |
| 2 | Fat Daddio's | 1,280 | 16.9% |
| 3 | USA Pan | 781 | 10.3% |
| 4 | Wilton | 712 | 9.4% |
| 5 | Williams Sonoma | 274 | 3.6% |
| 6 | Handi | 150 | 2% |
| 7 | Chicago Metallic | 145 | 1.9% |
| 8 | All-Clad | 111 | 1.5% |
| 9 | Cuisinart | 84 | 1.1% |
| 10 | Hestan | 81 | 1.1% |
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 |
|---|---|---|---|
| Rectangular cake pans | ≈3,527 | cake pans rectangle | 1,900 |
| Cake pans with lids | ≈3,363 | cake pans with lid | 1,900 |
| Stainless steel cake pans | ≈3,187 | cake pans stainless steel | 1,300 |
| Number cake pans | ≈3,181 | cake number pans | 1,000 |
| Square cake pans | ≈3,134 | square cake pans | 1,300 |
| Mini bundt cake pans | — | bundtlette cake pans | 74,000 |
| Mini cake pans | — | mini cake pans | 5,400 |
| Sheet cake pans | — | sheet pans for cake | 4,400 |
| Disposable cake pans | — | aluminum cake pans disposable | 2,900 |
| Springform cake pans | — | springform pan | 33,100 |
| Round cake pans | — | round cake pan | 12,100 |
| 8 inch cake pans | — | 8 inch cake pan | 8,100 |
| 6 inch cake pans | — | cake pans 6 inch | 4,400 |
| Angel food cake pans | — | angel food cake pan | 9,900 |
| Heart shaped cake pans | — | heart shaped cake pan | 6,600 |
| Nonstick cake pans | — | bundt cake pans nonstick | 1,900 |
Sources AI cites in this category
Root domains AI engines cited most when answering category queries in the last 30 days.
| Domain | Citations | Share |
|---|---|---|
| nordicware.com | 275 | 17.8% |
| reddit.com | 242 | 15.7% |
| epicurious.com | 164 | 10.6% |
| foodnetwork.com | 151 | 9.8% |
| seriouseats.com | 132 | 8.6% |
| fatdaddios.com | 118 | 7.6% |
| foodandwine.com | 74 | 4.8% |
| kingarthurbaking.com | 65 | 4.2% |
Related category reports
FAQ
Which brands do AI assistants recommend most for cake pans?
Over the last 30 days the top brands by AI mention share are: Nordic Ware (29.3%), Fat Daddio's (16.9%), USA Pan (10.3%), Wilton (9.4%), Williams Sonoma (3.6%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about cake pans?
GEOly estimates ~16,392 AI queries per month in this category across 19 buyer topics, led by “Rectangular cake pans”.
Which sources do AI engines cite for cake pans?
The most-cited domains are: nordicware.com, reddit.com, epicurious.com, foodnetwork.com, seriouseats.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.