Category AI Visibility Report
Seals 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
20
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 20 buyer topics in Seals across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 0 AI queries per month.
- GE leads the AI shelf with 5.7% of brand mentions, followed by Trodat (3.9%) and Ball (3.2%). The top three hold 12.8% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “radiator seals” (top keyword “radiator seals”, ~6,600 searches/mo).
- AI answers lean on reddit.com most (24.9% 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 | GE | 174 | 5.7% |
| 2 | Trodat | 120 | 3.9% |
| 3 | Ball | 96 | 3.2% |
| 4 | Whirlpool | 93 | 3.1% |
| 5 | M-D | 84 | 2.8% |
| 6 | Nostalgic Impressions | 80 | 2.6% |
| 7 | Fel-Pro | 76 | 2.5% |
| 8 | Linkseal | 74 | 2.4% |
| 9 | Dicor | 74 | 2.4% |
| 10 | Frost King | 63 | 2.1% |
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 |
|---|---|---|---|
| radiator seals | — | radiator seals | 6,600 |
| wax seals | — | seals for wax | 14,800 |
| window seals | — | seals for windows | 33,100 |
| windshield seals | — | windshield seals | 5,400 |
| rubber seals | — | rubber seals | 8,100 |
| seals and gaskets | — | seals and gasket | 5,400 |
| jar seals | — | seals for mason jars | 4,400 |
| fridge and freezer door seals | — | door seals for fridge freezers | 12,100 |
| envelope seals | — | seals for envelopes | 4,400 |
| shower door seals | — | seals for shower door bottom | 9,900 |
| door seals | — | door seals | 14,800 |
| rear main seals | — | rear main seals | 14,800 |
| duct seals | — | duct seals | 14,800 |
| link seals | — | link seals | 5,400 |
| garage door seals | — | garage door seals bottom | 27,100 |
| notary seals | — | notary public seals | 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 | 203 | 24.9% |
| thisoldhouse.com | 74 | 9.1% |
| homedepot.com | 39 | 4.8% |
| felpro.com | 31 | 3.8% |
| paperlust.co | 20 | 2.5% |
| oatey.com | 20 | 2.5% |
| dicorproducts.com | 19 | 2.3% |
| engineerfix.com | 18 | 2.2% |
FAQ
Which brands do AI assistants recommend most for seals?
Over the last 30 days the top brands by AI mention share are: GE (5.7%), Trodat (3.9%), Ball (3.2%), Whirlpool (3.1%), M-D (2.8%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about seals?
GEOly estimates ~0 AI queries per month in this category across 20 buyer topics, led by “radiator seals”.
Which sources do AI engines cite for seals?
The most-cited domains are: reddit.com, thisoldhouse.com, homedepot.com, felpro.com, paperlust.co. 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.