Real ChatGPT answer · index seedu5j7jLexXQYcompleteFinance and banking · personal loanscomparison

Between LightStream and Prosper, which lender offers the most favorable terms for improving my credit score fast through a strategic debt consolidation plan?

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Between LightStream and Prosper, which lender offers the most favorable terms for improving my credit score fast through a strategic debt consolidation plan?
3 real searches · 1 real-search pass
LightStream debt consolidation loan current APR rates fees terms 2026 officialGoogle ↗
OBSERVEDConsequence
Prosper personal loan debt consolidation APR origination fee terms 2026 officialGoogle ↗
OBSERVEDComparison
LightStream vs Prosper debt consolidation credit score impact soft credit check prequalificationGoogle ↗
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 / navigationalComparison67%Consequence33%ReasonDefinitionInstructionYes / 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
LightStream debt consolidation loan current APR rates fees terms 2026 official Google ↗
Prosper personal loan debt consolidation APR origination fee terms 2026 official Google ↗
LightStream vs Prosper debt consolidation credit score impact soft credit check prequalification Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
LightStream debt consolidation loan current APR rates fees terms 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Prosper personal loan debt consolidation APR origination fee terms 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
LightStream vs Prosper debt consolidation credit score impact soft credit check prequalification
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1