Real ChatGPT answer · index seed3C1UeAMKIZgcompleteFinance and banking · credit scores and repaircomparison

Is Self credit builder loan better than a secured card for fixing my utilization ratio before buying company vehicles?

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is Self credit builder loan better than a secured card for fixing my utilization ratio before buying company vehicles?
3 real searches · 1 real-search pass
Self Credit Builder Account current terms credit bureau reporting 2026Google ↗
OBSERVEDConsequence
Self Credit Builder Account reports to credit bureaus installment loan secured card revolving utilization ratio official FICO utilizationGoogle ↗
OBSERVEDReason
FICO revolving utilization ratio installment loans credit score official guidanceGoogle ↗
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)
Short factOther / navigationalComparisonConsequence33%Reason67%DefinitionInstructionYes / 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
Self Credit Builder Account current terms credit bureau reporting 2026 Google ↗
Self Credit Builder Account reports to credit bureaus installment loan secured card revolving utilization ratio official FICO utilization Google ↗
FICO revolving utilization ratio installment loans credit score official guidance Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Self Credit Builder Account current terms credit bureau reporting 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Self Credit Builder Account reports to credit bureaus installment loan secured card revolving utilization ratio official FICO utilization
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
FICO revolving utilization ratio installment loans credit score official guidance
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1