Real ChatGPT answer · index seedHK4etSHWmlAcompleteFinance and banking · credit scores and repaircomparison

Between Experian Free membership and Credit Karma, which platform gives a more accurate picture of my credit utilization ratio for an upcoming auto purchase?

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Between Experian Free membership and Credit Karma, which platform gives a more accurate picture of my credit utilization ratio for an upcoming auto purchase?
3 real searches · 1 real-search pass
2026 auto lenders credit scores FICO Auto Scores credit utilization credit bureau reports Experian Credit Karma differencesGoogle ↗
OBSERVED
Experian free membership credit report FICO score 8 credit utilization reporting frequency officialGoogle ↗
OBSERVED
Credit Karma credit utilization TransUnion Equifax VantageScore 3.0 officialGoogle ↗
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 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
2026 auto lenders credit scores FICO Auto Scores credit utilization credit bureau reports Experian Credit Karma differences Google ↗
Experian free membership credit report FICO score 8 credit utilization reporting frequency official Google ↗
Credit Karma credit utilization TransUnion Equifax VantageScore 3.0 official Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 auto lenders credit scores FICO Auto Scores credit utilization credit bureau reports Experian Credit Karma differences
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Experian free membership credit report FICO score 8 credit utilization reporting frequency official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Credit Karma credit utilization TransUnion Equifax VantageScore 3.0 official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1