Real ChatGPT answer · index seedy0fXjyLCIaQcompleteEducation · college degreescomparison

What are the differences in financial aid packages between Harvard and Stanford for out of state students from working class families?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the differences in financial aid packages between Harvard and Stanford for out of state students from working class families?
1 real search · 1 real-search pass
Harvard undergraduate financial aid 2026-27 income thresholds family contribution official; Stanford undergraduate financial aid 2026-27 income thresholds officialGoogle ↗
OBSERVEDComparison

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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
Harvard undergraduate financial aid 2026-27 income thresholds family contribution official; Stanford undergraduate financial aid 2026-27 income thresholds official Google ↗
  1. Financial Aid · college.harvard.edu
  2. Admissions & Financial Aid at Stanford · stanford.edu
  3. Financial Aid · admit.stanford.edu
  4. How Aid Works · college.harvard.edu
  5. Student Responsibility : Stanford University · financialaid.stanford.edu
  6. Financial Aid FAQs · admit.stanford.edu
  7. How Aid Works : Stanford University · financialaid.stanford.edu
  8. Affordability · college.harvard.edu
  9. Financial Aid Fact Sheet · college.harvard.edu
  10. The Student Budget : Stanford University · financialaid.stanford.edu
  11. Stanford holds undergraduate tuition steady for 2026-27 · news.stanford.edu

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Harvard undergraduate financial aid 2026-27 income thresholds family contribution official; Stanford undergraduate financial aid 2026-27 income thresholds official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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