Real ChatGPT answer · index seedo9tx2oUvkV8completeFinance and banking · personal loanscomparison

Which is better for a small business owner with fair credit, Prosper or Upgrade, when looking to consolidate multiple business credit card balances?

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which is better for a small business owner with fair credit, Prosper or Upgrade, when looking to consolidate multiple business credit card balances?
3 real searches · 1 real-search pass
Prosper personal loan debt consolidation APR origination fee credit score minimum business use policy 2026Google ↗
OBSERVEDReason
Upgrade personal loan debt consolidation APR origination fee credit score minimum business use policy 2026Google ↗
OBSERVEDReason
Prosper vs Upgrade personal loans fair credit debt consolidation business credit card balancesGoogle ↗
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 / navigationalComparison33%ConsequenceReason67%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
Prosper personal loan debt consolidation APR origination fee credit score minimum business use policy 2026 Google ↗
Upgrade personal loan debt consolidation APR origination fee credit score minimum business use policy 2026 Google ↗
Prosper vs Upgrade personal loans fair credit debt consolidation business credit card balances Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Prosper personal loan debt consolidation APR origination fee credit score minimum business use policy 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Upgrade personal loan debt consolidation APR origination fee credit score minimum business use policy 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Prosper vs Upgrade personal loans fair credit debt consolidation business credit card balances
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1