Category AI Visibility Report
Lighter Cases 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
≈649
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 Lighter Cases across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 649 AI queries per month.
- Zippo leads the AI shelf with 21.4% of brand mentions, followed by Exotac (11.3%) and Pelican (4.7%). The top three hold 37.4% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “Leather lighter cases” (top keyword “leather lighter cases”, ~320 searches/mo).
- AI answers lean on reddit.com most (40.4% 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 | Zippo | 362 | 21.4% |
| 2 | Exotac | 191 | 11.3% |
| 3 | Pelican | 80 | 4.7% |
| 4 | CASE Leatherworks | 80 | 4.7% |
| 5 | S.T. Dupont | 57 | 3.4% |
| 6 | American Bench Craft | 49 | 2.9% |
| 7 | Thyrm | 46 | 2.7% |
| 8 | Flytanium | 44 | 2.6% |
| 9 | KILLSPENCER | 31 | 1.8% |
| 10 | Colibri | 30 | 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 |
|---|---|---|---|
| Leather lighter cases | ≈326 | leather lighter cases | 320 |
| Beaded handmade lighter cases | ≈323 | free beading patterns for lighter cases | 70 |
| Metal lighter cases | — | metal lighter cases | 1,000 |
| Cigar lighter cases | — | — | — |
| Travel lighter cases | — | dot approved lighter case | 1,000 |
| Cigarette lighter combo cases | — | cigarette holder case | 2,900 |
| Gun and ammunition lighter cases | — | foam for rifle case | 2,900 |
| Waterproof lighter cases | — | — | — |
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 | 141 | 40.4% |
| zippo.com | 46 | 13.2% |
| etsy.com | 26 | 7.4% |
| mothersierra.com | 15 | 4.3% |
| faa.gov | 14 | 4% |
| exotac.com | 14 | 4% |
| pelican.com | 10 | 2.9% |
| alibaba.com | 9 | 2.6% |
FAQ
Which brands do AI assistants recommend most for lighter cases?
Over the last 30 days the top brands by AI mention share are: Zippo (21.4%), Exotac (11.3%), Pelican (4.7%), CASE Leatherworks (4.7%), S.T. Dupont (3.4%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about lighter cases?
GEOly estimates ~649 AI queries per month in this category across 8 buyer topics, led by “Leather lighter cases”.
Which sources do AI engines cite for lighter cases?
The most-cited domains are: reddit.com, zippo.com, etsy.com, mothersierra.com, faa.gov. 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.