Real ChatGPT answer · index seedlu2cY8QO2ascompleteHome services and improvement · appliancesinformational
Can you list the top five most reliable refrigerator brands according to recent consumer reports and repair technician surveys?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you list the top five most reliable refrigerator brands according to recent consumer reports and repair technician surveys?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
most reliable refrigerator brands Consumer Reports 2025 2026 reliability ratings Yale Appliance service rates refrigerator brands 2025 technician survey Google ↗
refrigerator brand reliability survey repair technicians 2025 service rates brands Google ↗
- The Most Reliable Appliance Brands for 2026 · blog.yaleappliance.com
- Best Refrigerator Brands of 2026 · pressroom.consumerreports.org
- Most and Least Reliable Refrigerator Brands of 2025 · archive.is
- Most and Least Reliable Refrigerator Brands · consumerreports.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
most reliable refrigerator brands Consumer Reports 2025 2026 reliability ratings Yale Appliance service rates refrigerator brands 2025 technician survey OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
refrigerator brand reliability survey repair technicians 2025 service rates brands OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |