Real ChatGPT answer · index seedzsO6W5qTpI8completeEducation · financial aid and scholarshipscomparison
We need a detailed financial award letter comparison for a transfer student entering Virginia Tech versus James Madison University this spring.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need a detailed financial award letter comparison for a transfer student entering Virginia Tech versus James Madison University this spring.
2 real searches · 1 real-search pass
Virginia Tech 2026-2027 undergraduate tuition fees cost of attendance transfer students spring 2027 financial aid officialGoogle ↗
OBSERVEDShort fact
James Madison University 2026-2027 undergraduate tuition fees cost of attendance transfer students spring 2027 financial aid officialGoogle ↗
OBSERVEDShort fact
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)
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
Virginia Tech 2026-2027 undergraduate tuition fees cost of attendance transfer students spring 2027 financial aid official Google ↗
James Madison University 2026-2027 undergraduate tuition fees cost of attendance transfer students spring 2027 financial aid official Google ↗
- 2026 · finaid.vt.edu
- Cost of Attendance - Undergraduate · jmu.edu
- Tuition, Financial Aid & Scholarships · jmu.edu
- Undergraduate Cost of Attendance (COA) | Office of University Scholarships and Financial Aid · finaid.vt.edu
- Your Financial Aid Offer | Office of University Scholarships and Financial Aid · finaid.vt.edu
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Virginia Tech 2026-2027 undergraduate tuition fees cost of attendance transfer students spring 2027 financial aid official OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
James Madison University 2026-2027 undergraduate tuition fees cost of attendance transfer students spring 2027 financial aid official OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |