Real ChatGPT answer · index seedU7KSXuY5dNocompleteAutomotive · car repair and maintenancecomparison
Are aftermarket transmission fluid brands like Valvoline MaxLife safer to use than Subaru OEM fluid in our high mileage company Forester?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are aftermarket transmission fluid brands like Valvoline MaxLife safer to use than Subaru OEM fluid in our high mileage company Forester?
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
Subaru Forester owner manual transmission fluid CVT specified fluid Subaru High Torque CVTF Lineartronic ATF Google ↗
Valvoline MaxLife ATF product data sheet Subaru CVT compatibility not for CVT Google ↗
- MaxLife Multi-Vehicle Automatic Transmission Fluid - Valvoline™ Global · valvolineglobal.com
- Product Information · go.lupinsys.com
- ATTENTION: GENERAL MANAGER ☐ PARTS MANAGER ☐ · static.nhtsa.gov
- 01-167-08R Service Bulletin/Repair Instructions · oemdtc.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Subaru Forester owner manual transmission fluid CVT specified fluid Subaru High Torque CVTF Lineartronic ATF OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Valvoline MaxLife ATF product data sheet Subaru CVT compatibility not for CVT OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |