Category AI Visibility Report
Forklift 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
≈94
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 Forklift Parts across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 94 AI queries per month.
- Toyota leads the AI shelf with 7.6% of brand mentions, followed by Crown (7.4%) and Hyster (7.1%). The top three hold 22.1% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “aftermarket forklift parts” (top keyword “replacement forklift parts”, ~40 searches/mo).
- AI answers lean on reddit.com most (15.7% 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 | Toyota | 194 | 7.6% |
| 2 | Crown | 191 | 7.4% |
| 3 | Hyster | 182 | 7.1% |
| 4 | Yale | 174 | 6.8% |
| 5 | TVH | 140 | 5.4% |
| 6 | Raymond | 109 | 4.2% |
| 7 | CAT | 104 | 4% |
| 8 | Moffett | 88 | 3.4% |
| 9 | Caterpillar | 60 | 2.3% |
| 10 | Princeton | 57 | 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 |
|---|---|---|---|
| aftermarket forklift parts | ≈47 | replacement forklift parts | 40 |
| truck mounted forklift parts | ≈47 | moffett forklift parts near me | 20 |
| forklift mast parts | — | forklift carriage parts | 40 |
| used forklift parts | — | used toyota forklift parts | 50 |
| forklift parts diagrams | — | moffett forklift parts diagram | 50 |
| forklift parts catalogs | — | clark forklift parts by serial number | 50 |
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 | 54 | 15.7% |
| hyster.com | 25 | 7.3% |
| yale.com | 23 | 6.7% |
| toyotaforklift.com | 22 | 6.4% |
| tvh.com | 21 | 6.1% |
| crown.com | 20 | 5.8% |
| usedforkliftpartsdepot.com | 17 | 4.9% |
| cascorp.com | 16 | 4.7% |
FAQ
Which brands do AI assistants recommend most for forklift parts?
Over the last 30 days the top brands by AI mention share are: Toyota (7.6%), Crown (7.4%), Hyster (7.1%), Yale (6.8%), TVH (5.4%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about forklift parts?
GEOly estimates ~94 AI queries per month in this category across 6 buyer topics, led by “aftermarket forklift parts”.
Which sources do AI engines cite for forklift parts?
The most-cited domains are: reddit.com, hyster.com, yale.com, toyotaforklift.com, tvh.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.