Real ChatGPT answer · index seedCcyG7rsZeBEcompleteTelecom and utilities · energy efficiencycommercial
Which Energy Star certified refrigerator brands are actually reliable and won't break down after three years with a large family?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which Energy Star certified refrigerator brands are actually reliable and won't break down after three years with a large family?
2 real searches · 1 real-search pass
2025 2026 refrigerator reliability brand rankings service rates Consumer Reports Yale Appliance ENERGY STAR refrigerator certification durability large familyGoogle ↗
OBSERVEDComparison
2025 2026 refrigerator brand reliability ratings Consumer Reports GE Whirlpool Bosch LG Samsung repair rates Yale ApplianceGoogle ↗
OBSERVEDReason
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
2025 2026 refrigerator reliability brand rankings service rates Consumer Reports Yale Appliance ENERGY STAR refrigerator certification durability large family Google ↗
2025 2026 refrigerator brand reliability ratings Consumer Reports GE Whirlpool Bosch LG Samsung repair rates Yale Appliance Google ↗
- 2025 U.S. Appliance Reliability & Service Study · jdpower.com
- Refrigerator Brand Choice Matters For Reliability: Investigation Of Six Major Brands Reveals How You Can Choose A Reliable Fridge · rtings.com
- The Most Reliable Counter-Depth Refrigerators for 2026 · blog.yaleappliance.com
- Most and Least Reliable Refrigerator Brands · consumerreports.org
- J.D. Power 2025 U.S. Appliance Reliability Study · jdpower.com
- ENERGY STAR refrigerator database · energystar.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2025 2026 refrigerator reliability brand rankings service rates Consumer Reports Yale Appliance ENERGY STAR refrigerator certification durability large family OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2025 2026 refrigerator brand reliability ratings Consumer Reports GE Whirlpool Bosch LG Samsung repair rates Yale Appliance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |