Real ChatGPT answer · index seed3NFhSxVKkt4completeEducation · financial aid and scholarshipscomparison

Between Upstart and Splash Financial private student loan comparison data, which platform currently has better terms for refinancing graduate debt?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Between Upstart and Splash Financial private student loan comparison data, which platform currently has better terms for refinancing graduate debt?
2 real searches · 1 real-search pass
Upstart student loan refinancing rates graduate loans current 2026 terms APR fees repayment terms eligibilityGoogle ↗
OBSERVEDComparison
Splash Financial student loan refinance rates 2026 graduate debt terms APR fees repayment terms eligibilityGoogle ↗
OBSERVEDOther / navigational

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 (2)
Short factOther / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
Upstart student loan refinancing rates graduate loans current 2026 terms APR fees repayment terms eligibility Google ↗
Splash Financial student loan refinance rates 2026 graduate debt terms APR fees repayment terms eligibility Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Upstart student loan refinancing rates graduate loans current 2026 terms APR fees repayment terms eligibility
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Splash Financial student loan refinance rates 2026 graduate debt terms APR fees repayment terms eligibility
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1