Real ChatGPT answer · index seedpxwqCIry6d4completeEducation · college degreescommercial

Which engineering school ranking lists account for living expenses and textbook costs rather than just tuition prices?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which engineering school ranking lists account for living expenses and textbook costs rather than just tuition prices?
2 real searches · 1 real-search pass
engineering school rankings affordability total cost of attendance room board books supplies rankings methodologyGoogle ↗
OBSERVEDComparison
engineering college rankings net price cost of attendance books supplies room board methodologyGoogle ↗
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 (2)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / 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
engineering school rankings affordability total cost of attendance room board books supplies rankings methodology Google ↗
engineering college rankings net price cost of attendance books supplies room board methodology Google ↗
  1. College Scorecard · collegescorecard.ed.gov
  2. Average Institutional Net Price FAQs · nces.ed.gov
  3. COE · nces.ed.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
engineering school rankings affordability total cost of attendance room board books supplies rankings methodology
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
engineering college rankings net price cost of attendance books supplies room board methodology
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1