Real ChatGPT answer · index seedczo4v1Y0S60completeAutomotive · car repair and maintenancecommercial

Is it actually cheaper to buy my own cabin and engine air filters from Walmart and install them myself compared to what Jiffy Lube charges?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is it actually cheaper to buy my own cabin and engine air filters from Walmart and install them myself compared to what Jiffy Lube charges?
1 real search · 1 real-search pass
Walmart cabin air filter engine air filter prices; Jiffy Lube cabin air filter replacement cost engine air filter replacement cost 2026Google ↗
OBSERVEDComparison

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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
Walmart cabin air filter engine air filter prices; Jiffy Lube cabin air filter replacement cost engine air filter replacement cost 2026 Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Walmart cabin air filter engine air filter prices; Jiffy Lube cabin air filter replacement cost engine air filter replacement cost 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1