What LLMs cite
frozen pipes seattle
From recent prompt runs · United States · Updated November 3, 2026
GEOGrow tested this high-intent customer question across Gemini, ChatGPT, Perplexity, and Claude. Rankings below show which companies appeared most often in those responses — not who is independently the best.
Top brand
Bee's Plumbing & Heating
Leads across all key metrics
AI engines mentioning
1 of 4
Bee's Plumbing & Heating appears in 1 of 4 AI engines
#1 recommendations
1
Bee's Plumbing & Heating was the #1 recommendation once.
AI answer share
25%
Bee's Plumbing & Heating appears in 25% of answers in our tests
Top AI Answers
Which companies appear most often in AI responses?
Updated November 3, 2026
| # | Company | AI engines mentioning | #1 recommendations | AI answer share |
|---|---|---|---|---|
| 1 | Bee's Plumbing & Heating Claim your company | 1 of 4 | 1 | 25% |
| 2 | Bee's Plumbing and Heating Claim | 1 of 4 | 1 | 25% |
| 3 | 2 Sons Plumbing & Sewer Claim | 1 of 4 | 1 | 25% |
| 4 | Best Plumbing Claim | 2 of 4 | 0 | 50% |
| 5 | Beacon Plumbing Claim | 1 of 4 | 0 | 25% |
| 6 | JAFCO Plumbing Claim | 1 of 4 | 0 | 25% |
| 7 | Fischer Plumbing Claim | 3 of 4 | 0 | 75% |
| 8 | Roto-Rooter Plumbing & Water Cleanup Claim | 2 of 4 | 0 | 50% |
What Each AI Recommended
Recent answer snapshots by engine.
ChatGPT
- 1. Bee's Plumbing and Heating
- 2. Best Plumbing
- 3. Fischer Plumbing
- 4. Bob Oates Sewer & Rooter
- 5. Gene Johnson Plumbing & Heating
- 6. Beacon Plumbing, Heating, Electrical & Mechanical
+14 more in this answer
Gemini
- 1. Bee's Plumbing & Heating
- 2. Beacon Plumbing
- 3. Roto-Rooter Plumbing & Water Cleanup
- 4. Bob Oates Sewer & Rooter
- 5. Fox Plumbing & Heating
- 6. Fischer Plumbing
+14 more in this answer
Perplexity
Claude
No listed companies extracted from this model’s response.
What LLMs cite
Sources cited in the most recent prompt runs for this question. The mix varies by engine.
- reddit.com Pipes Probably Frozen? What to do? : r/Seattle
- beesplumbingandheating.com Frozen Pipe Repairs To Fix Seattle Plumbing Emergencies
- seattle.gov Frozen Pipes in Winter Weather
- jafcocompany.com Frozen Pipe Repair in Seattle | Local Experienced Plumbers
- 2sonsplumbing.com Frozen Pipe Repair | Frozen & Burst Pipe Solutions
- atyourservice.seattle.gov You and Your Utilities: Preparing for Winter in Seattle
- bellevueplumberpro.com Frozen and burst pipes in the Pacific Northwest
- bens.plumbing Frozen Pipe Prevention & Repair Services
Who's Winning in AI?
AI Leaderboard · Based on this buyer question
Bee's Plumbing & Heating currently leads this conversation. AI visibility leadership is valuable — but competitive markets shift fast.
Bee's Plumbing & Heating currently leads this conversation.
- #1
- #2
- #3
- #4 Best Plumbing 50%
- #5 Beacon Plumbing 25%
- #6 JAFCO Plumbing 25%
- #7 Fischer Plumbing 75%
- #8
Get ahead of the competition
Defend this answer before competitors close the gap.
Multiple businesses already appear in this answer set. Claim your company, improve your visibility, and compete for the recommendations students and institutions will actually see.
Leading in AI is an advantage — keeping it is the strategy.
Turn current visibility into durable pipeline with GEOGrow.
We work with one premium provider per service category and market.
How We Measure AI Answer Share
AI Answer Tracker by GEOGrow measures how companies appear when high-intent customer questions are asked across supported AI platforms. Results are observational snapshots and can vary by model, location, personalization, source availability, and date.
AI Answer Share is weighted recommendation appearances divided by all possible recommendation opportunities. Rankings shown here represent the responses collected during the stated research period and are not endorsements by GEOGrow. Method: 4 independent AI observations.
- Question tested
- frozen pipes seattle
- Market
- United States
- AI engines
- Gemini, ChatGPT, Perplexity, and Claude
- Research date
- November 3, 2026