Category AI Visibility Report
Lathes 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
≈4,908
Est. AI queries / month
8
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 8 buyer topics in Lathes across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 4,908 AI queries per month.
- Grizzly leads the AI shelf with 9.8% of brand mentions, followed by Precision Matthews (7.3%) and Sherline (6%). The top three hold 23.1% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “Watchmaker lathes” (top keyword “watchmakers lathes”, ~1,300 searches/mo).
- AI answers lean on reddit.com most (33.9% 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 | Grizzly | 537 | 9.8% |
| 2 | Precision Matthews | 401 | 7.3% |
| 3 | Sherline | 331 | 6% |
| 4 | Jet | 310 | 5.6% |
| 5 | WEN | 179 | 3.3% |
| 6 | Schaublin | 174 | 3.2% |
| 7 | Cue Smith | 167 | 3% |
| 8 | TAIG | 148 | 2.7% |
| 9 | Levin | 138 | 2.5% |
| 10 | Clausing | 137 | 2.5% |
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 |
|---|---|---|---|
| Watchmaker lathes | ≈2,478 | watchmakers lathes | 1,300 |
| Benchtop lathes | ≈2,430 | benchtop lathe | 1,300 |
| Mini lathes | — | mini lathe | 8,100 |
| Cue lathes | — | pool cue lathes | 2,400 |
| CNC lathes | — | cnc lathe | 14,800 |
| Metal lathes | — | metal lathes | 12,100 |
| Wood lathes | — | woodworking lathes | 27,100 |
| Engine lathes | — | engine lathe | 5,400 |
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 | 255 | 33.9% |
| latheguide.com | 56 | 7.4% |
| sherline.com | 43 | 5.7% |
| cuesmith.com | 37 | 4.9% |
| lathes.co.uk | 36 | 4.8% |
| cuemakersupply.com | 35 | 4.6% |
| hobby-machinist.com | 33 | 4.4% |
| tooladvisorpro.com | 29 | 3.9% |
Related category reports
FAQ
Which brands do AI assistants recommend most for lathes?
Over the last 30 days the top brands by AI mention share are: Grizzly (9.8%), Precision Matthews (7.3%), Sherline (6%), Jet (5.6%), WEN (3.3%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about lathes?
GEOly estimates ~4,908 AI queries per month in this category across 8 buyer topics, led by “Watchmaker lathes”.
Which sources do AI engines cite for lathes?
The most-cited domains are: reddit.com, latheguide.com, sherline.com, cuesmith.com, lathes.co.uk. 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.