Real ChatGPT answer · index seedWmJh5XJNfNIcompleteEducation · financial aid and scholarshipscomparison

Does Niche college ranking data provide accurate cost-after-aid estimates for part-time online degree programs we want to sponsor?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Does Niche college ranking data provide accurate cost-after-aid estimates for part-time online degree programs we want to sponsor?
3 real searches · 1 real-search pass
Niche college rankings "average net price" "after aid" methodology part-time online programsGoogle ↗
OBSERVEDComparison
Niche cost after aid data methodology online students part-time degree programsGoogle ↗
OBSERVEDComparison
Niche college cost after aid definition data sourceGoogle ↗
OBSERVEDDefinition

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 (3)
Short factOther / navigationalComparison67%ConsequenceReasonDefinition33%InstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
Niche college rankings "average net price" "after aid" methodology part-time online programs Google ↗
Niche cost after aid data methodology online students part-time degree programs Google ↗
Niche college cost after aid definition data source Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Niche college rankings "average net price" "after aid" methodology part-time online programs
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Niche cost after aid data methodology online students part-time degree programs
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Niche college cost after aid definition data source
OBSERVED
Google ↗
AI Mode ↗
—Definition——1x
of 1