Real ChatGPT answer · index seedeTN0eee7GsIcompleteFinance and banking · credit scores and repaircomparison

Is Credit Karma vantage score accurate enough to rely on when I am trying to figure out if my hard inquiries have dropped off

ChatGPTgpt-61 query10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is Credit Karma vantage score accurate enough to rely on when I am trying to figure out if my hard inquiries have dropped off
1 real search · 1 real-search pass
how long hard inquiries stay on credit report two years official CFPB Experian Equifax TransUnion VantageScoreGoogle ↗
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 1 queries…

Searches and sources

ChatGPT1 real searches · gpt-6
how long hard inquiries stay on credit report two years official CFPB Experian Equifax TransUnion VantageScore Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
how long hard inquiries stay on credit report two years official CFPB Experian Equifax TransUnion VantageScore
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1