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?
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 ↗
- FICO® Score Disclosure · experian.com
- Experian vs. Credit Karma: Which Is More Accurate? · creditkarma.com
- Credit Score FAQs: Your Questions Answered · creditkarma.com
- Free Credit Report & FICO® Score · experian.com
- What Is a FICO Auto Score and How Can I Check It? · creditkarma.com
- Which Credit Score Is Used for Car Loans? · experian.com
- AnnualCreditReport.com · annualcreditreport.com
- How do I get a free copy of my credit reports? · consumerfinance.gov
- Credit Scores · mycreditunion.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | 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 |