Category AI Visibility Report
Stainless Steel Cleaners 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
≈4,879
Est. AI queries / month
5
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 5 buyer topics in Stainless Steel Cleaners across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 4,879 AI queries per month.
- Bar Keepers Friend leads the AI shelf with 29.7% of brand mentions, followed by Weiman (19.9%) and Hope (19.2%). The top three hold 68.8% combined — a concentrated shelf where challengers need a differentiated topic wedge.
- The highest-demand topic is “stainless steel cleaners for grills” (top keyword “stainless steel grill cleaners”, ~1,900 searches/mo).
- AI answers lean on bobvila.com most (17.9% 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 | Bar Keepers Friend | 571 | 29.7% |
| 2 | Weiman | 383 | 19.9% |
| 3 | Hope | 370 | 19.2% |
| 4 | CLR | 80 | 4.2% |
| 5 | Bryte | 37 | 1.9% |
| 6 | Zep | 36 | 1.9% |
| 7 | Method | 35 | 1.8% |
| 8 | Evapo-Rust | 33 | 1.7% |
| 9 | Magic | 31 | 1.6% |
| 10 | Sprayway | 29 | 1.5% |
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 |
|---|---|---|---|
| stainless steel cleaners for grills | ≈4,879 | stainless steel grill cleaners | 1,900 |
| stainless steel cleaners for cookware | — | stainless steel cookware cleaners | 12,100 |
| stainless steel cleaners for rust removal | — | how to remove rust from stainless steel | 9,900 |
| best stainless steel cleaners | — | stainless steel cleaner | 40,500 |
| stainless steel cleaners for sinks | — | how to clean stainless steel sink | 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 |
|---|---|---|
| bobvila.com | 93 | 17.9% |
| goodhousekeeping.com | 86 | 16.5% |
| foodnetwork.com | 54 | 10.4% |
| barkeepersfriend.com | 52 | 10% |
| reddit.com | 50 | 9.6% |
| southernliving.com | 45 | 8.7% |
| weiman.com | 35 | 6.7% |
| lowes.com | 14 | 2.7% |
Related category reports
FAQ
Which brands do AI assistants recommend most for stainless steel cleaners?
Over the last 30 days the top brands by AI mention share are: Bar Keepers Friend (29.7%), Weiman (19.9%), Hope (19.2%), CLR (4.2%), Bryte (1.9%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about stainless steel cleaners?
GEOly estimates ~4,879 AI queries per month in this category across 5 buyer topics, led by “stainless steel cleaners for grills”.
Which sources do AI engines cite for stainless steel cleaners?
The most-cited domains are: bobvila.com, goodhousekeeping.com, foodnetwork.com, barkeepersfriend.com, reddit.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.