Category AI Visibility Report
Loader 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
≈460
Est. AI queries / month
10
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 10 buyer topics in Loader Parts across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 460 AI queries per month.
- Caterpillar leads the AI shelf with 12.1% of brand mentions, followed by Bobcat (7.6%) and John Deere (6.7%). The top three hold 26.4% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “Front end loader parts” (top keyword “great bend front end loader parts”, ~90 searches/mo).
- AI answers lean on cat.com most (18.2% 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 | Caterpillar | 664 | 12.1% |
| 2 | Bobcat | 421 | 7.6% |
| 3 | John Deere | 371 | 6.7% |
| 4 | CAT | 309 | 5.6% |
| 5 | ConEquip | 174 | 3.2% |
| 6 | Berco | 134 | 2.4% |
| 7 | Case Construction | 128 | 2.3% |
| 8 | Kubota | 120 | 2.2% |
| 9 | ITR America | 112 | 2% |
| 10 | SKF | 98 | 1.8% |
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 |
|---|---|---|---|
| Front end loader parts | ≈155 | great bend front end loader parts | 90 |
| Backhoe loader parts | ≈155 | backhoe loader parts | 140 |
| Wheel loader parts | ≈150 | wheel loader parts | 90 |
| Quicke loader parts | — | quicke loader parts | 210 |
| Bobcat loader parts | — | parts for bobcat skid steer loader | 480 |
| John Deere loader parts | — | john deere skid loader parts | 170 |
| Kubota loader parts | — | kubota front end loader parts | 210 |
| Case loader parts | — | case skid steer loader parts | 320 |
| Skid loader parts | — | skid steer loader parts | 880 |
| Track loader parts | — | tracked loader parts | 1,300 |
Sources AI cites in this category
Root domains AI engines cited most when answering category queries in the last 30 days.
| Domain | Citations | Share |
|---|---|---|
| cat.com | 99 | 18.2% |
| reddit.com | 95 | 17.5% |
| conequip.com | 63 | 11.6% |
| bobcat.com | 53 | 9.8% |
| loaderpartssource.com | 33 | 6.1% |
| deere.com | 31 | 5.7% |
| hrparts.com | 25 | 4.6% |
| heavyequipmentforums.com | 23 | 4.2% |
FAQ
Which brands do AI assistants recommend most for loader parts?
Over the last 30 days the top brands by AI mention share are: Caterpillar (12.1%), Bobcat (7.6%), John Deere (6.7%), CAT (5.6%), ConEquip (3.2%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about loader parts?
GEOly estimates ~460 AI queries per month in this category across 10 buyer topics, led by “Front end loader parts”.
Which sources do AI engines cite for loader parts?
The most-cited domains are: cat.com, reddit.com, conequip.com, bobcat.com, loaderpartssource.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.