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

Credit Karma versus Experian, which platform gives a more realistic credit score for a small business owner trying to get a merchant cash advance?

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Credit Karma versus Experian, which platform gives a more realistic credit score for a small business owner trying to get a merchant cash advance?
3 real searches · 1 real-search pass
merchant cash advance underwriting personal credit score FICO VantageScore Experian Credit Karma requirementsGoogle ↗
OBSERVEDReason
Experian Credit Karma scores VantageScore 3.0 FICO official explanationGoogle ↗
OBSERVEDReason
merchant cash advance underwriting factors bank statements revenue credit score small business official lenderGoogle ↗
OBSERVEDReason

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.

ChatGPT real searches (3)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
merchant cash advance underwriting personal credit score FICO VantageScore Experian Credit Karma requirements Google ↗
Experian Credit Karma scores VantageScore 3.0 FICO official explanation Google ↗
merchant cash advance underwriting factors bank statements revenue credit score small business official lender Google ↗
  1. VERSION 3 · files.consumerfinance.gov
  2. What Lenders Look for in an MCA · axiantpartners.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
merchant cash advance underwriting personal credit score FICO VantageScore Experian Credit Karma requirements
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Experian Credit Karma scores VantageScore 3.0 FICO official explanation
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
merchant cash advance underwriting factors bank statements revenue credit score small business official lender
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1