Category AI Visibility Report
Bread 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
≈8,286
Est. AI queries / month
16
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 16 buyer topics in Bread Pans across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 8,286 AI queries per month.
- USA Pan leads the AI shelf with 18.8% of brand mentions, followed by Nordic Ware (9.3%) and Chicago Metallic (7.5%). The top three hold 35.6% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “glass bread pans” (top keyword “glass bread pan”, ~2,900 searches/mo).
- AI answers lean on reddit.com most (17.9% 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 | USA Pan | 1,139 | 18.8% |
| 2 | Nordic Ware | 561 | 9.3% |
| 3 | Chicago Metallic | 456 | 7.5% |
| 4 | Lodge | 308 | 5.1% |
| 5 | Emile Henry | 289 | 4.8% |
| 6 | Williams Sonoma | 260 | 4.3% |
| 7 | Handi | 202 | 3.3% |
| 8 | Le Creuset Signature | 153 | 2.5% |
| 9 | Sur La Table | 130 | 2.1% |
| 10 | Anchor | 120 | 2% |
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 |
|---|---|---|---|
| glass bread pans | ≈2,151 | glass bread pan | 2,900 |
| banana bread pans | ≈2,101 | banana bread pans | 2,400 |
| large bread pans | ≈2,043 | long bread pans | 720 |
| round bread pans | ≈1,991 | round bread pans | 480 |
| ceramic bread pans | — | ceramic loaf pan | 2,400 |
| mini bread pans | — | bread pans mini | 12,100 |
| pullman bread pans | — | pullman bread pans | 12,100 |
| cast iron bread pans | — | cast iron bread pan | 5,400 |
| aluminum bread pans | — | aluminum bread pan | 5,400 |
| silicone bread pans | — | silicone loaf pan | 1,300 |
| bread pans for sourdough | — | bread pans for sourdough | 2,400 |
| french bread pans | — | french bread loaf pans | 1,600 |
| metal bread pans | — | aluminized steel loaf pan | 4,400 |
| stainless steel bread pans | — | stainless steel loaf pan | 1,900 |
| disposable bread pans | — | disposable loaf pans | 1,300 |
| best bread pans | — | bread pan | 18,100 |
Sources AI cites in this category
Root domains AI engines cited most when answering category queries in the last 30 days.
| Domain | Citations | Share |
|---|---|---|
| reddit.com | 207 | 17.9% |
| kingarthurbaking.com | 163 | 14.1% |
| bonappetit.com | 127 | 11% |
| foodnetwork.com | 84 | 7.3% |
| epicurious.com | 82 | 7.1% |
| allrecipes.com | 72 | 6.2% |
| nordicware.com | 66 | 5.7% |
| techgearlab.com | 59 | 5.1% |
Related category reports
FAQ
Which brands do AI assistants recommend most for bread pans?
Over the last 30 days the top brands by AI mention share are: USA Pan (18.8%), Nordic Ware (9.3%), Chicago Metallic (7.5%), Lodge (5.1%), Emile Henry (4.8%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about bread pans?
GEOly estimates ~8,286 AI queries per month in this category across 16 buyer topics, led by “glass bread pans”.
Which sources do AI engines cite for bread pans?
The most-cited domains are: reddit.com, kingarthurbaking.com, bonappetit.com, foodnetwork.com, epicurious.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.