Category AI Visibility Report
Cooling System Parts 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
≈5,148
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 Cooling System Parts across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 5,148 AI queries per month.
- GE leads the AI shelf with 5.4% of brand mentions, followed by Denso (3.9%) and Whirlpool (3.8%). The top three hold 13.1% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “cooling system parts for refrigerators” (top keyword “frigidaire refrigerator parts”, ~12,100 searches/mo).
- AI answers lean on reddit.com most (27% 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 | 90 | 5.4% |
| 2 | Denso | 66 | 3.9% |
| 3 | Whirlpool | 64 | 3.8% |
| 4 | Gates | 58 | 3.5% |
| 5 | Rheem | 56 | 3.3% |
| 6 | Honeywell | 46 | 2.7% |
| 7 | Dorman | 44 | 2.6% |
| 8 | Lennox | 43 | 2.6% |
| 9 | Frigidaire | 41 | 2.4% |
| 10 | Aisin | 39 | 2.3% |
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 |
|---|---|---|---|
| cooling system parts for refrigerators | ≈4,028 | frigidaire refrigerator parts | 12,100 |
| cooling system parts for specific vehicle makes | ≈1,120 | cooling system vw 2.0 engine parts diagram | 90 |
| cooling system parts for car air conditioners | — | auto air conditioner condenser repair | 6,600 |
| engine cooling system parts | — | cooling fan | 27,100 |
| cooling system parts for HVAC systems | — | furnace air filters | 22,200 |
| cooling system parts for water heaters | — | water heater expansion tank | 27,100 |
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 | 71 | 27% |
| homedepot.com | 17 | 6.5% |
| repairclinic.com | 17 | 6.5% |
| epa.gov | 16 | 6.1% |
| go-parts.com | 14 | 5.3% |
| gates.com | 13 | 4.9% |
| engineerfix.com | 12 | 4.6% |
| gpdtechtips.com | 9 | 3.4% |
FAQ
Which brands do AI assistants recommend most for cooling system parts?
Over the last 30 days the top brands by AI mention share are: GE (5.4%), Denso (3.9%), Whirlpool (3.8%), Gates (3.5%), Rheem (3.3%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about cooling system parts?
GEOly estimates ~5,148 AI queries per month in this category across 6 buyer topics, led by “cooling system parts for refrigerators”.
Which sources do AI engines cite for cooling system parts?
The most-cited domains are: reddit.com, homedepot.com, repairclinic.com, epa.gov, go-parts.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.