Looking at luxury full size SUVs which brand has the best reliability ratings over the past three model years?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking at luxury full size SUVs which brand has the best reliability ratings over the past three model years?
2 real searches · 1 real-search pass
2024 2025 2026 luxury full size SUV reliability ratings Lexus LX Cadillac Escalade Lincoln Navigator BMW X7 Mercedes GLS Infiniti QX80 Consumer Reports J.D. PowerGoogle ↗
OBSERVED
Consumer Reports predicted reliability 2026 luxury large SUVs Lexus LX BMW X7 Mercedes-Benz GLS Cadillac Escalade Lincoln NavigatorGoogle ↗
OBSERVED
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.
Classifying 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
2024 2025 2026 luxury full size SUV reliability ratings Lexus LX Cadillac Escalade Lincoln Navigator BMW X7 Mercedes GLS Infiniti QX80 Consumer Reports J.D. Power Google ↗
Consumer Reports predicted reliability 2026 luxury large SUVs Lexus LX BMW X7 Mercedes-Benz GLS Cadillac Escalade Lincoln Navigator Google ↗
- 2026 U.S. Vehicle Dependability Study (VDS) · jdpower.com
- 2025 U.S. Vehicle Dependability Study (VDS) · jdpower.com
- Lexus LX 600 Reliability · iseecars.com
- 2026 Lexus LX Reliability · consumerreports.org
- 2024 Lexus LX Reliability · consumerreports.org
- 2025 BMW X7 Reliability, Consumer Ratings & Pricing · jdpower.com
- Luxury SUVs 3-row · prod.cdn.secureoffersites.com
- Toyota Again Tops Consumer Reports Annual Auto Reliability Survey · cars.com
- 2024 INFINITI QX80 Reliability, Consumer Ratings & Pricing · jdpower.com
- Infiniti QX80 · consumerreports.org
- 2025 INFINITI QX80 Reliability, Consumer Ratings & Pricing · jdpower.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2024 2025 2026 luxury full size SUV reliability ratings Lexus LX Cadillac Escalade Lincoln Navigator BMW X7 Mercedes GLS Infiniti QX80 Consumer Reports J.D. Power OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Consumer Reports predicted reliability 2026 luxury large SUVs Lexus LX BMW X7 Mercedes-Benz GLS Cadillac Escalade Lincoln Navigator OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |