Real ChatGPT answer · index seedMAc5sociCRwcompleteEducation · financial aid and scholarshipsinformational

How does the cost of attendance for private liberal arts colleges compare to major research universities once institutional grants are factored in?

ChatGPTgpt-62 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
How does the cost of attendance for private liberal arts colleges compare to major research universities once institutional grants are factored in?
2 real searches · 1 real-search pass
average net price private liberal arts colleges versus research universities institutional grants 2025 2026 cost attendance net price comparisonGoogle ↗
OBSERVEDComparison
College Board Trends in College Pricing 2025 institutional grant aid private nonprofit tuition net priceGoogle ↗
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 fact50%Other / navigationalComparison50%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
average net price private liberal arts colleges versus research universities institutional grants 2025 2026 cost attendance net price comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
College Board Trends in College Pricing 2025 institutional grant aid private nonprofit tuition net price
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1