Real ChatGPT answer · index seedVzFte4DyGEUcompleteEducation · financial aid and scholarshipscomparison
Compare the exact Cost of Attendance calculations for out of state students at UC Berkeley versus the University of Michigan including indirect expenses.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare the exact Cost of Attendance calculations for out of state students at UC Berkeley versus the University of Michigan including indirect expenses.
2 real searches · 1 real-search pass
2026-27 cost of attendance nonresident undergraduate UC Berkeley tuition housing food books transportation personal expenses officialGoogle ↗
OBSERVEDShort fact
2026-2027 University of Michigan undergraduate nonresident cost of attendance tuition housing books personal transportation 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
2026-27 cost of attendance nonresident undergraduate UC Berkeley tuition housing food books transportation personal expenses official Google ↗
2026-2027 University of Michigan undergraduate nonresident cost of attendance tuition housing books personal transportation official Google ↗
- Student Budgets (Cost of Attendance) · financialaid.berkeley.edu
- Fee Schedule · registrar.berkeley.edu
- Estimating Costs | Financial Aid · finaid.umich.edu
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026-27 cost of attendance nonresident undergraduate UC Berkeley tuition housing food books transportation personal expenses official OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
2026-2027 University of Michigan undergraduate nonresident cost of attendance tuition housing books personal transportation official OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |