Real ChatGPT answer · index seedpqwPagzYnFQcompleteAutomotive · car buying processhowto

Is it statistically better to buy a new car near the end of the model year clearance cycle or during the final days of December for maximum dealer discounts

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is it statistically better to buy a new car near the end of the model year clearance cycle or during the final days of December for maximum dealer discounts
2 real searches · 1 real-search pass
new car buying best time end of December versus model year end clearance dealer incentives sales quotas historical data discounts Edmunds Kelley Blue Book TrueCarGoogle ↗
OBSERVED
December 31 car buying discounts dealer annual sales targets manufacturer incentives data studyGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
new car buying best time end of December versus model year end clearance dealer incentives sales quotas historical data discounts Edmunds Kelley Blue Book TrueCar Google ↗
December 31 car buying discounts dealer annual sales targets manufacturer incentives data study Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
new car buying best time end of December versus model year end clearance dealer incentives sales quotas historical data discounts Edmunds Kelley Blue Book TrueCar
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
December 31 car buying discounts dealer annual sales targets manufacturer incentives data study
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1