Real ChatGPT answer · index seedz1DtfbYVBe4completeFinance and banking · personal loansinformational

How does prequalification work for personal loans and is there any truth to the rumor that checking multiple sites can temporarily lower my credit score

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How does prequalification work for personal loans and is there any truth to the rumor that checking multiple sites can temporarily lower my credit score
2 real searches · 1 real-search pass
CFPB personal loan prequalification soft inquiry hard inquiry credit score rate shopping multiple applications personal loansGoogle ↗
OBSERVEDComparison
FICO rate shopping window personal loans hard inquiries 14 45 days officialGoogle ↗
OBSERVEDConsequence

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 factOther / navigationalComparison50%Consequence50%ReasonDefinitionInstructionYes / 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
CFPB personal loan prequalification soft inquiry hard inquiry credit score rate shopping multiple applications personal loans Google ↗
FICO rate shopping window personal loans hard inquiries 14 45 days official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CFPB personal loan prequalification soft inquiry hard inquiry credit score rate shopping multiple applications personal loans
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
FICO rate shopping window personal loans hard inquiries 14 45 days official
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1