Real ChatGPT answer · index seedLyOZ9lRFoUAcompleteFinance and banking · personal loanscomparison

I have three high interest credit cards and I need help deciding if SoFi or LightStream is better for consolidating credit card debt without hidden fees.

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I have three high interest credit cards and I need help deciding if SoFi or LightStream is better for consolidating credit card debt without hidden fees.
3 real searches · 1 real-search pass
SoFi personal loan fees origination fee prepayment penalty late fee 2026 officialGoogle ↗
OBSERVED
LightStream personal loan fees origination fee prepayment penalty late fee 2026 officialGoogle ↗
OBSERVED
SoFi vs LightStream debt consolidation personal loan APR fees 2026Google ↗
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
SoFi personal loan fees origination fee prepayment penalty late fee 2026 official Google ↗
LightStream personal loan fees origination fee prepayment penalty late fee 2026 official Google ↗
SoFi vs LightStream debt consolidation personal loan APR fees 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
SoFi personal loan fees origination fee prepayment penalty late fee 2026 official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
LightStream personal loan fees origination fee prepayment penalty late fee 2026 official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
SoFi vs LightStream debt consolidation personal loan APR fees 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1