Real ChatGPT answer · index seedEGOPbl94auQcompleteFinance and banking · personal loanscomparison

Comparing top rated debt consolidation loans which lender has the most transparent fee structure between Upstart and Best Egg for a tight monthly budget

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Comparing top rated debt consolidation loans which lender has the most transparent fee structure between Upstart and Best Egg for a tight monthly budget
2 real searches · 1 real-search pass
Upstart personal loan fees origination fee late fee prepayment penalty official 2026Google ↗
OBSERVED
Best Egg personal loan fees origination fee late fee prepayment penalty official 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 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
Upstart personal loan fees origination fee late fee prepayment penalty official 2026 Google ↗
Best Egg personal loan fees origination fee late fee prepayment penalty official 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Upstart personal loan fees origination fee late fee prepayment penalty official 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Best Egg personal loan fees origination fee late fee prepayment penalty official 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1