Real ChatGPT answer · index seedlb2fZNdt5EscompleteParenting and family · family financesinformational

What percentage of my credit utilization ratio should I maintain to maximize my credit score before buying a family car?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What percentage of my credit utilization ratio should I maintain to maximize my credit score before buying a family car?
2 real searches · 1 real-search pass
FICO credit utilization ratio below 10% credit score official guidanceGoogle ↗
OBSERVEDShort fact
Experian credit utilization 10% 30% credit score auto loan preparing creditGoogle ↗
OBSERVEDShort fact

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)
Short fact100%Other / navigationalComparisonConsequenceReasonDefinitionInstructionYes / no

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
FICO credit utilization ratio below 10% credit score official guidance Google ↗
Experian credit utilization 10% 30% credit score auto loan preparing credit Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
FICO credit utilization ratio below 10% credit score official guidance
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
Experian credit utilization 10% 30% credit score auto loan preparing credit
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1