Category AI Visibility Report
Briefcases 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
≈5,220
Est. AI queries / month
16
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 16 buyer topics in Briefcases across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 5,220 AI queries per month.
- Carl Friedrik leads the AI shelf with 5% of brand mentions, followed by McKlein (4.8%) and TUMI (4.4%). The top three hold 14.2% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “hard shell briefcases” (top keyword “hard shell briefcases”, ~880 searches/mo).
- AI answers lean on reddit.com most (30.7% 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 | Carl Friedrik | 503 | 5% |
| 2 | McKlein | 478 | 4.8% |
| 3 | TUMI | 444 | 4.4% |
| 4 | Zero Halliburton | 405 | 4% |
| 5 | Samsonite | 372 | 3.7% |
| 6 | Filson | 371 | 3.7% |
| 7 | Briggs & Riley | 345 | 3.4% |
| 8 | Korchmar | 276 | 2.7% |
| 9 | Aleon | 276 | 2.7% |
| 10 | Saddleback | 273 | 2.7% |
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 |
|---|---|---|---|
| hard shell briefcases | ≈1,349 | hard shell briefcases | 880 |
| briefcases with locks | ≈1,322 | briefcases with locks | 720 |
| wheeled briefcases | ≈1,280 | wheeled briefcases | 1,300 |
| lawyer briefcases | ≈1,269 | lawyer briefcases | 720 |
| men's briefcases | — | messenger bag for men | 12,100 |
| canvas briefcases | — | canvas messenger bag | 8,100 |
| designer briefcases | — | coach laptop bag | 8,100 |
| vintage briefcases | — | retro briefcases | 720 |
| leather briefcases | — | leather messenger bag | 12,100 |
| laptop briefcases | — | laptop bag | 40,500 |
| women's leather briefcases | — | leather women's briefcases | 1,900 |
| women's briefcases | — | work bags for women | 18,100 |
| men's leather briefcases | — | leather messenger bag for men | 8,100 |
| attaché briefcases | — | attache briefcases | 6,600 |
| briefcases for work | — | work bag | 27,100 |
| metal briefcases | — | metal briefcases | 1,000 |
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 | 233 | 30.7% |
| stridewise.com | 123 | 16.2% |
| saddlebackleather.com | 49 | 6.5% |
| zerohalliburton.com | 32 | 4.2% |
| forbes.com | 29 | 3.8% |
| gq.com | 26 | 3.4% |
| tumi.com | 24 | 3.2% |
| briggs-riley.com | 23 | 3% |
FAQ
Which brands do AI assistants recommend most for briefcases?
Over the last 30 days the top brands by AI mention share are: Carl Friedrik (5%), McKlein (4.8%), TUMI (4.4%), Zero Halliburton (4%), Samsonite (3.7%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about briefcases?
GEOly estimates ~5,220 AI queries per month in this category across 16 buyer topics, led by “hard shell briefcases”.
Which sources do AI engines cite for briefcases?
The most-cited domains are: reddit.com, stridewise.com, saddlebackleather.com, zerohalliburton.com, forbes.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.