Real ChatGPT answer · index seedz83yzjo6Bc4completeAutomotive · car repair and maintenancecomparison

Looking at Jiffy Lube service pricing structure versus independent shops to see which one overcharges less for cabin air filters.

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Looking at Jiffy Lube service pricing structure versus independent shops to see which one overcharges less for cabin air filters.
3 real searches · 1 real-search pass
Jiffy Lube cabin air filter replacement price 2026 service pricing filter replacement costGoogle ↗
OBSERVEDShort fact
independent auto repair shop cabin air filter replacement labor price average 2026Google ↗
OBSERVEDShort fact
Jiffy Lube cabin air filter replacement service pricing officialGoogle ↗
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 (3)
Short fact67%Other / navigationalComparison33%ConsequenceReasonDefinitionInstructionYes / no

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
Jiffy Lube cabin air filter replacement price 2026 service pricing filter replacement cost Google ↗
independent auto repair shop cabin air filter replacement labor price average 2026 Google ↗
Jiffy Lube cabin air filter replacement service pricing official Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Jiffy Lube cabin air filter replacement price 2026 service pricing filter replacement cost
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
independent auto repair shop cabin air filter replacement labor price average 2026
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
Jiffy Lube cabin air filter replacement service pricing official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1