Real ChatGPT answer · index seedTIWuyVHWongcompleteEducation · financial aid and scholarshipscommercial
Is it worth hiring a private college financial aid consultant or can we use current AI tools to negotiate a better financial package ourselves?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it worth hiring a private college financial aid consultant or can we use current AI tools to negotiate a better financial package ourselves?
3 real searches · 1 real-search pass
2026-2026 college financial aid appeal professional judgment special circumstances FAFSA official Department of EducationGoogle ↗
OBSERVEDReason
college financial aid appeal merit scholarship reconsideration competing offer consultant fees independent college financial aid consultantGoogle ↗
OBSERVEDComparison
NASFAA financial aid appeal professional judgment special circumstances student aid 2026Google ↗
OBSERVEDReason
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)
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
2026-2026 college financial aid appeal professional judgment special circumstances FAFSA official Department of Education Google ↗
college financial aid appeal merit scholarship reconsideration competing offer consultant fees independent college financial aid consultant Google ↗
NASFAA financial aid appeal professional judgment special circumstances student aid 2026 Google ↗
- Financial aid reviews · sfs.mit.edu
- Special Cases · fsapartners.ed.gov
- FAFSA Simplification Questions and Answers · ed.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026-2026 college financial aid appeal professional judgment special circumstances FAFSA official Department of Education OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
college financial aid appeal merit scholarship reconsideration competing offer consultant fees independent college financial aid consultant OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
NASFAA financial aid appeal professional judgment special circumstances student aid 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |