Real ChatGPT answer · index seedYZGfn4V0I3UcompleteFinance and banking · credit scores and repaircomparison

Compare Credit Karma and Experian free apps to see which provides more accurate score updates for someone monitoring household debt.

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare Credit Karma and Experian free apps to see which provides more accurate score updates for someone monitoring household debt.
3 real searches · 1 real-search pass
Credit Karma free app score updates frequency VantageScore 3.0 TransUnion Equifax officialGoogle ↗
OBSERVEDOther / navigational
Experian free app FICO Score 8 update frequency free officialGoogle ↗
OBSERVEDOther / navigational
Credit Karma vs Experian free credit score accuracy score models bureau data household debt monitoring 2026Google ↗
OBSERVEDComparison

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 / navigational67%Comparison33%ConsequenceReasonDefinitionInstructionYes / 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
Credit Karma free app score updates frequency VantageScore 3.0 TransUnion Equifax official Google ↗
Experian free app FICO Score 8 update frequency free official Google ↗
Credit Karma vs Experian free credit score accuracy score models bureau data household debt monitoring 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Credit Karma free app score updates frequency VantageScore 3.0 TransUnion Equifax official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Experian free app FICO Score 8 update frequency free official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Credit Karma vs Experian free credit score accuracy score models bureau data household debt monitoring 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1