Real ChatGPT answer · index seedsZAm4ysTzRYcompleteEducation · tutoringbrand

Do elite universities like Harvard or Yale offer financial aid that covers the total cost of attendance for middle class families?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Do elite universities like Harvard or Yale offer financial aid that covers the total cost of attendance for middle class families?
2 real searches · 1 real-search pass
Harvard financial aid 2025-2026 income under 200000 free tuition cost attendance official HarvardGoogle ↗
OBSERVEDShort fact
Yale financial aid 2025-2026 income under 100000 200000 free tuition official YaleGoogle ↗
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
Harvard financial aid 2025-2026 income under 200000 free tuition cost attendance official Harvard Google ↗
Yale financial aid 2025-2026 income under 100000 200000 free tuition official Yale Google ↗
  1. Harvard Financial Aid · college.harvard.edu
  2. Yale Financial Aid · finaid.yale.edu
  3. Affordability · college.harvard.edu
  4. Affordable. For Everyone. · admissions.yale.edu
  5. Yale to offer free tuition to families with incomes below $200,000 · news.yale.edu
  6. Making Yale Affordable. For Everyone. · finaid.yale.edu

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Harvard financial aid 2025-2026 income under 200000 free tuition cost attendance official Harvard
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
Yale financial aid 2025-2026 income under 100000 200000 free tuition official Yale
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1