Real ChatGPT answer · index seed1mv0ZzhINeEcompleteEducation · college degreescomparison

How do current Ivy League tuition costs stack up against top tier public universities like UC Berkeley when factoring in room and board for out of state students?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do current Ivy League tuition costs stack up against top tier public universities like UC Berkeley when factoring in room and board for out of state students?
2 real searches · 1 real-search pass
2026-27 undergraduate cost of attendance tuition housing food Ivy League Harvard Yale Princeton Columbia Penn Brown Dartmouth Cornell officialGoogle ↗
OBSERVEDShort fact
2026-27 UC Berkeley cost of attendance nonresident tuition housing food undergraduate 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)
Short fact100%Other / navigationalComparisonConsequenceReasonDefinitionInstructionYes / no

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 undergraduate cost of attendance tuition housing food Ivy League Harvard Yale Princeton Columbia Penn Brown Dartmouth Cornell official Google ↗
2026-27 UC Berkeley cost of attendance nonresident tuition housing food undergraduate official Google ↗
  1. Tuition and Fees · registrar.fas.harvard.edu
  2. The Student Budget · finaid.princeton.edu
  3. Tuition and Fees · student-accounts.yale.edu
  4. Undergraduate Tuition and Fees | Student Financial Services · sfs.brown.edu
  5. Cost of Attendance · admissions.dartmouth.edu
  6. Undergraduate Cost of Attendance | Penn Student Registration & Financial Services| Penn Srfs · srfs.upenn.edu
  7. Fees, Expenses, and Financial Aid < Columbia College · bulletin.columbia.edu
  8. Bursar, Tuition and Billing · courses.cornell.edu
  9. Student Budgets (Cost of Attendance) · financialaid.berkeley.edu
  10. Fee Schedule · registrar.berkeley.edu
  11. Admission and Costs · profile.princeton.edu
  12. Cost of Attendance · finaid.yale.edu
  13. Board of Trustees approves 2026-27 budget parameters · news.cornell.edu

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026-27 undergraduate cost of attendance tuition housing food Ivy League Harvard Yale Princeton Columbia Penn Brown Dartmouth Cornell official
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
2026-27 UC Berkeley cost of attendance nonresident tuition housing food undergraduate official
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1