Category AI Visibility Report
Saddlebags 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
≈1,410
Est. AI queries / month
11
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 11 buyer topics in Saddlebags across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 1,410 AI queries per month.
- Viking Bags leads the AI shelf with 13.9% of brand mentions, followed by Leatherworks (4.7%) and Ortlieb (3.5%). 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 “saddlebags for Sportster” (top keyword “saddlebags for sportster”, ~590 searches/mo).
- AI answers lean on reddit.com most (31.6% 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 | Viking Bags | 602 | 13.9% |
| 2 | Leatherworks | 206 | 4.7% |
| 3 | Ortlieb | 151 | 3.5% |
| 4 | GIVI | 150 | 3.5% |
| 5 | Leather Pros | 132 | 3% |
| 6 | Outfitters Supply | 114 | 2.6% |
| 7 | SW-Motech | 110 | 2.5% |
| 8 | NELSON-RIGG | 108 | 2.5% |
| 9 | Shad | 106 | 2.4% |
| 10 | Longride | 92 | 2.1% |
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 |
|---|---|---|---|
| saddlebags for Sportster | ≈473 | saddlebags for sportster | 590 |
| hard saddlebags for motorcycle | ≈470 | hard saddlebags for motorcycle | 390 |
| saddlebags for horses | ≈467 | vintage horse saddlebags | 170 |
| saddlebags for Harley-Davidson | — | vintage harley davidson saddlebags | 480 |
| saddlebags purses | — | saddle bag | 22,200 |
| bike saddlebags | — | bike saddle bags | 8,100 |
| vintage motorcycle saddlebags | — | vintage saddlebags | 480 |
| leather motorcycle saddlebags | — | leather saddle bags | 6,600 |
| leather saddlebags for horses | — | horse leather saddlebags | 480 |
| motorcycle saddlebags | — | saddlebags | 22,200 |
| saddlebags for Dyna | — | dyna with saddlebags | 590 |
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 | 178 | 31.6% |
| revzilla.com | 66 | 11.7% |
| vikingbags.com | 32 | 5.7% |
| harley-davidson.com | 29 | 5.1% |
| ortlieb.com | 18 | 3.2% |
| outfitterssupply.com | 16 | 2.8% |
| cyclingweekly.com | 15 | 2.7% |
| badgcustoms.com | 15 | 2.7% |
FAQ
Which brands do AI assistants recommend most for saddlebags?
Over the last 30 days the top brands by AI mention share are: Viking Bags (13.9%), Leatherworks (4.7%), Ortlieb (3.5%), GIVI (3.5%), Leather Pros (3%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about saddlebags?
GEOly estimates ~1,410 AI queries per month in this category across 11 buyer topics, led by “saddlebags for Sportster”.
Which sources do AI engines cite for saddlebags?
The most-cited domains are: reddit.com, revzilla.com, vikingbags.com, harley-davidson.com, ortlieb.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.