Category AI Visibility Report
Tractor 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
≈4,245
Est. AI queries / month
12
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 12 buyer topics in Tractor Parts across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 4,245 AI queries per month.
- John Deere leads the AI shelf with 9.1% of brand mentions, followed by Worthington Ag Parts (4.6%) and A&I Products (4%). The top three hold 17.7% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “Mahindra tractor parts” (top keyword “mahindra tractor parts”, ~1,300 searches/mo).
- AI answers lean on reddit.com most (30.4% 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 | John Deere | 428 | 9.1% |
| 2 | Worthington Ag Parts | 217 | 4.6% |
| 3 | A&I Products | 186 | 4% |
| 4 | All States Ag Parts | 173 | 3.7% |
| 5 | Steiner Tractor Parts | 159 | 3.4% |
| 6 | Donaldson | 134 | 2.8% |
| 7 | Timken | 127 | 2.7% |
| 8 | SKF | 125 | 2.7% |
| 9 | Baldwin | 124 | 2.6% |
| 10 | Sparex | 104 | 2.2% |
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 |
|---|---|---|---|
| Mahindra tractor parts | ≈1,462 | mahindra tractor parts | 1,300 |
| tractor engine parts | ≈1,410 | tractor engine parts | 880 |
| Case tractor parts | ≈1,373 | case tractor parts | 590 |
| lawn tractor parts | — | honda tractor mower parts | 5,400 |
| New Holland tractor parts | — | cnh parts | 3,600 |
| used tractor parts | — | tractor for parts | 6,600 |
| Ford tractor parts | — | ford tractor parts | 1,900 |
| Kubota tractor parts | — | parts kubota tractor parts | 2,900 |
| Craftsman tractor parts | — | lawn tractor parts craftsman | 2,900 |
| Massey Ferguson tractor parts | — | agco parts | 5,400 |
| John Deere tractor parts | — | tractor john deere parts | 2,900 |
| vintage tractor parts | — | steiner tractor parts michigan | 14,800 |
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 | 192 | 30.4% |
| worthingtonagparts.com | 82 | 13% |
| deere.com | 59 | 9.4% |
| yesterdaystractors.com | 53 | 8.4% |
| mytractor.us | 38 | 6% |
| koenigequipment.com | 35 | 5.5% |
| messicks.com | 27 | 4.3% |
| mahindrausa.com | 18 | 2.9% |
FAQ
Which brands do AI assistants recommend most for tractor parts?
Over the last 30 days the top brands by AI mention share are: John Deere (9.1%), Worthington Ag Parts (4.6%), A&I Products (4%), All States Ag Parts (3.7%), Steiner Tractor Parts (3.4%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about tractor parts?
GEOly estimates ~4,245 AI queries per month in this category across 12 buyer topics, led by “Mahindra tractor parts”.
Which sources do AI engines cite for tractor parts?
The most-cited domains are: reddit.com, worthingtonagparts.com, deere.com, yesterdaystractors.com, mytractor.us. 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.