Real ChatGPT answer · index seedvjm4PuXT0l4completeEducation · financial aid and scholarshipscommercial

What are the best methods to audit a university financial aid offer to ensure work study awards were not swapped for unsubsidized loans?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the best methods to audit a university financial aid offer to ensure work study awards were not swapped for unsubsidized loans?
3 real searches · 1 real-search pass
Federal Student Aid Federal Work-Study award earnings not guaranteed loan financial aid offer unsubsidized loan official guidanceGoogle ↗
OBSERVED
Federal Student Aid financial aid offer compare grants work-study loans cost of attendance officialGoogle ↗
OBSERVED
34 CFR Federal Work Study employment award amount cannot exceed wages loan packaging regulationsGoogle ↗
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
Federal Student Aid Federal Work-Study award earnings not guaranteed loan financial aid offer unsubsidized loan official guidance Google ↗
Federal Student Aid financial aid offer compare grants work-study loans cost of attendance official Google ↗
34 CFR Federal Work Study employment award amount cannot exceed wages loan packaging regulations Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Federal Student Aid Federal Work-Study award earnings not guaranteed loan financial aid offer unsubsidized loan official guidance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Federal Student Aid financial aid offer compare grants work-study loans cost of attendance official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
34 CFR Federal Work Study employment award amount cannot exceed wages loan packaging regulations
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1