Real ChatGPT answer · index seedSKXphxRQYkwcompleteFinance and banking · credit cardscomparison

Compare the instant approval algorithms used by American Express versus Capital One when checking pre-qualification without impacting my credit score.

ChatGPTgpt-64 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare the instant approval algorithms used by American Express versus Capital One when checking pre-qualification without impacting my credit score.
4 real searches · 1 real-search pass
American Express apply with confidence pre-approval soft inquiry official terms eligibility checkGoogle ↗
OBSERVED
Capital One pre-approval tool soft inquiry official terms credit card pre-approvalGoogle ↗
OBSERVED
American Express pre-qualification algorithm factors credit history income officialGoogle ↗
OBSERVED
Capital One pre-approval factors credit bureau data algorithm official credit cardGoogle ↗
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 4 queries…

Searches and sources

ChatGPT4 real searches · gpt-6
American Express apply with confidence pre-approval soft inquiry official terms eligibility check Google ↗
Capital One pre-approval tool soft inquiry official terms credit card pre-approval Google ↗
American Express pre-qualification algorithm factors credit history income official Google ↗
Capital One pre-approval factors credit bureau data algorithm official credit card Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Express apply with confidence pre-approval soft inquiry official terms eligibility check
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Capital One pre-approval tool soft inquiry official terms credit card pre-approval
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
American Express pre-qualification algorithm factors credit history income official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Capital One pre-approval factors credit bureau data algorithm official credit card
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1