Real ChatGPT answer · index seedKa9kwh2D8HwcompleteFinance and banking · personal loanscommercial

Does checking my loan prequalification online really have zero impact on my credit score or is that just a marketing trick?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Does checking my loan prequalification online really have zero impact on my credit score or is that just a marketing trick?
2 real searches · 1 real-search pass
CFPB loan prequalification soft inquiry hard inquiry credit score officialGoogle ↗
OBSERVEDReason
Experian prequalification soft inquiry hard inquiry loan credit scoreGoogle ↗
OBSERVEDYes / no

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 / navigationalComparisonConsequenceReason50%DefinitionInstructionYes / no50%

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 loan prequalification soft inquiry hard inquiry credit score official Google ↗
Experian prequalification soft inquiry hard inquiry loan credit score Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CFPB loan prequalification soft inquiry hard inquiry credit score official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Experian prequalification soft inquiry hard inquiry loan credit score
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1