Real ChatGPT answer · index seedfVPZOGOUL7AcompleteAutomotive · car repair and maintenanceinformational
Can a dirty engine air filter cause my car to fail the state emissions test and how much does a replacement element cost?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can a dirty engine air filter cause my car to fail the state emissions test and how much does a replacement element cost?
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
New York State vehicle emissions inspection OBD II check engine light readiness monitors official Google ↗
engine air filter replacement cost typical price 2026 car parts labor Google ↗
- Auto Parts Prices Explained · aaa.com
- Air Filter Replacement Cost Estimate · repairpal.com
- Engine Air Filter Replacement Cost (2026): Prices + Estimator · realrepaircost.com
- New York State Vehicle Safety/Emissions Inspection Program · dmv.ny.gov
- Motor Vehicle Inspection And Maintenance (I/M) Programs · dec.ny.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
New York State vehicle emissions inspection OBD II check engine light readiness monitors official OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
engine air filter replacement cost typical price 2026 car parts labor OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |