Category AI Visibility Report
Water Test Kits 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
≈9,661
Est. AI queries / month
17
Buyer topics monitored
10
Brands on the AI shelf
Key insights
- Over the last 30 days, GEOly monitored 17 buyer topics in Water Test Kits across ChatGPT, Google AI Mode, Google AI Overviews — an estimated 9,661 AI queries per month.
- Safe Home leads the AI shelf with 12.2% of brand mentions, followed by LaMotte (9.5%) and API (9%). The top three hold 30.7% combined — a shelf that has not consolidated yet, leaving a clear window for challengers.
- The highest-demand topic is “water test kits for ponds” (top keyword “water test kits for ponds”, ~1,900 searches/mo).
- AI answers lean on reddit.com most (21.3% 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 | Safe Home | 609 | 12.2% |
| 2 | LaMotte | 472 | 9.5% |
| 3 | API | 449 | 9% |
| 4 | Tap Score | 368 | 7.4% |
| 5 | Hach | 249 | 5% |
| 6 | AquaChek | 220 | 4.4% |
| 7 | Varify | 145 | 2.9% |
| 8 | PurTest | 145 | 2.9% |
| 9 | Taylor Precision Products | 110 | 2.2% |
| 10 | Hanna Instruments | 97 | 2% |
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 |
|---|---|---|---|
| water test kits for ponds | ≈2,492 | water test kits for ponds | 1,900 |
| pH water test kits | ≈2,413 | ph water test kits | 1,900 |
| water test kits for bacteria | ≈2,382 | bacteria test kits for water | 880 |
| water test kits with pH testing | ≈2,374 | ph water test kits | 1,900 |
| professional water test kits | — | water analysis test kits | 27,100 |
| salt water pool water test kits | — | pool salt water test kits | 4,400 |
| water test kits for lead | — | water test kits for lead | 5,400 |
| water test kits for hot tubs | — | hot tub water test kits | 12,100 |
| water quality test kits | — | water quality testing | 9,900 |
| water hardness test kits | — | water hardness test kit | 22,200 |
| water test kits for pools | — | pool water test kit | 22,200 |
| water test kits for well water | — | well water testing | 49,500 |
| water test kits for drinking water | — | drinking water test kits | 2,400 |
| water analysis test kits | — | water analysis test kits | 27,100 |
| water test kits for hardness | — | water hardness test kit | 22,200 |
| water test kits for home | — | water test kit | 27,100 |
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 | 275 | 21.3% |
| epa.gov | 265 | 20.5% |
| tapwater.org | 148 | 11.4% |
| lamotte.com | 62 | 4.8% |
| bobvila.com | 61 | 4.7% |
| taylortechnologies.com | 56 | 4.3% |
| wateranswer.com | 50 | 3.9% |
| aquaranked.com | 38 | 2.9% |
FAQ
Which brands do AI assistants recommend most for water test kits?
Over the last 30 days the top brands by AI mention share are: Safe Home (12.2%), LaMotte (9.5%), API (9%), Tap Score (7.4%), Hach (5%). Data from GEOly's continuous monitoring across ChatGPT, Google AI Mode, Google AI Overviews.
How many people ask AI about water test kits?
GEOly estimates ~9,661 AI queries per month in this category across 17 buyer topics, led by “water test kits for ponds”.
Which sources do AI engines cite for water test kits?
The most-cited domains are: reddit.com, epa.gov, tapwater.org, lamotte.com, bobvila.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.