Real ChatGPT answer · index seedeO6GcE4yyiwcompleteAutomotive · car repair and maintenancecomparison
What are the oxidation and thermal breakdown differences between Mobil 1 ESP and Motul 8100 X-cess for track day use in a BMW M2?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the oxidation and thermal breakdown differences between Mobil 1 ESP and Motul 8100 X-cess for track day use in a BMW M2?
3 real searches · 1 real-search pass
Mobil 1 ESP 5W-30 product data sheet oxidation stability NOACK HTHS TBNGoogle ↗
OBSERVEDOther / navigational
Motul 8100 X-cess 5W-40 product data sheet oxidation stability NOACK HTHS TBNGoogle ↗
OBSERVEDOther / navigational
BMW M2 track day oil recommendation S55 B58 oil temperature viscosity BMW approvalGoogle ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Mobil 1 ESP 5W-30 product data sheet oxidation stability NOACK HTHS TBN Google ↗
Motul 8100 X-cess 5W-40 product data sheet oxidation stability NOACK HTHS TBN Google ↗
BMW M2 track day oil recommendation S55 B58 oil temperature viscosity BMW approval Google ↗
- Mobil 1™ ESP 5W-30 · mobil.co.uk
- Mobil-1-ESP-5W-30.pdf · baumannoil.de
- MOTUL 8100 X-CESS GEN2 5W-40 · azupim01.motul.com
- MOTUL 8100 X-CESS GEN2 5W-40 · motul.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Mobil 1 ESP 5W-30 product data sheet oxidation stability NOACK HTHS TBN OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Motul 8100 X-cess 5W-40 product data sheet oxidation stability NOACK HTHS TBN OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
BMW M2 track day oil recommendation S55 B58 oil temperature viscosity BMW approval OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |