Real ChatGPT answer · index seedDCSuBSDpt3scompleteFinance and banking · credit cardscommercial

how do soft pull credit card pre approval offers actually work and which major banks let you check your odds without a hard inquiry

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
how do soft pull credit card pre approval offers actually work and which major banks let you check your odds without a hard inquiry
2 real searches · 1 real-search pass
major US credit card issuers prequalification preapproval soft pull tools Chase American Express Capital One Discover Bank of America Citi Wells Fargo 2026Google ↗
OBSERVED
official credit card pre approval pre qualification soft inquiry pages American Express Capital One Discover Chase Bank of America Citi Wells FargoGoogle ↗
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 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
major US credit card issuers prequalification preapproval soft pull tools Chase American Express Capital One Discover Bank of America Citi Wells Fargo 2026 Google ↗
official credit card pre approval pre qualification soft inquiry pages American Express Capital One Discover Chase Bank of America Citi Wells Fargo Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
major US credit card issuers prequalification preapproval soft pull tools Chase American Express Capital One Discover Bank of America Citi Wells Fargo 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
official credit card pre approval pre qualification soft inquiry pages American Express Capital One Discover Chase Bank of America Citi Wells Fargo
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1