Real ChatGPT answer · index seedQfsxv7MzdaAcompleteAutomotive · car reliability and safetycomparison
Is the transmission failure rate on the Chevrolet Silverado worse than the GMC Sierra or do they use the exact same parts that fail prematurely?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is the transmission failure rate on the Chevrolet Silverado worse than the GMC Sierra or do they use the exact same parts that fail prematurely?
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). 1 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
Chevrolet Silverado GMC Sierra transmission reliability same transmission 6L80 8L90 10L80 common failures comparison Google ↗
NHTSA complaints transmission Chevrolet Silverado GMC Sierra model year transmission failure data Google ↗
- Customer Satisfaction Program · static.nhtsa.gov
- Chevrolet Silverado 1500 · transmissions.biz
- Transmission Complaints by Vehicle: What 49,363 NHTSA Reports Show · transmissions.biz
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Chevrolet Silverado GMC Sierra transmission reliability same transmission 6L80 8L90 10L80 common failures comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
NHTSA complaints transmission Chevrolet Silverado GMC Sierra model year transmission failure data OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |