Real ChatGPT answer · index seedKxZDXjXmQngcompleteFinance and banking · credit scores and repairinformational

How much does a credit builder loan cost in total fees compared to the actual score increase you usually get?

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How much does a credit builder loan cost in total fees compared to the actual score increase you usually get?
2 real searches · 1 real-search pass
credit builder loan typical fees total cost Self credit builder loan fees 2026 CFPB credit score impact studyGoogle ↗
OBSERVED
credit builder loan effect credit score average increase study 2020 2021 credit builder loan randomized studyGoogle ↗
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 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
credit builder loan typical fees total cost Self credit builder loan fees 2026 CFPB credit score impact study Google ↗
credit builder loan effect credit score average increase study 2020 2021 credit builder loan randomized study Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
credit builder loan typical fees total cost Self credit builder loan fees 2026 CFPB credit score impact study
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
credit builder loan effect credit score average increase study 2020 2021 credit builder loan randomized study
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1