What are the hidden fees included in the official cost of attendance calculations for a master program at Columbia University?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the hidden fees included in the official cost of attendance calculations for a master program at Columbia University?
2 real searches · 1 real-search pass
site:columbia.edu graduate cost of attendance 2026-2027 fees Columbia University master's tuition fees health insurance student activity feeGoogle ↗
OBSERVEDOther / navigational
site:columbia.edu Columbia University graduate student cost of attendance indirect expenses books transportation personal expenses feesGoogle ↗
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)
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
site:columbia.edu graduate cost of attendance 2026-2027 fees Columbia University master's tuition fees health insurance student activity fee Google ↗
site:columbia.edu Columbia University graduate student cost of attendance indirect expenses books transportation personal expenses fees Google ↗
- Graduate Engineering Cost of Attendance · sfs.columbia.edu
- Professional Studies Cost of Attendance · sfs.columbia.edu
- 2026-27 Academic Year Cost of Attendance · gsas.columbia.edu
- School of the Arts Cost of Attendance · sfs.columbia.edu
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
site:columbia.edu graduate cost of attendance 2026-2027 fees Columbia University master's tuition fees health insurance student activity fee OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
site:columbia.edu Columbia University graduate student cost of attendance indirect expenses books transportation personal expenses fees OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |