How should we structure our household budget to prepare for rising college tuition inflation over the next four years
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How should we structure our household budget to prepare for rising college tuition inflation over the next four years
2 real searches · 1 real-search pass
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)
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
College Board Trends in College Pricing 2025 tuition fees annual increase 2025 report Google ↗
529 college savings plan tax benefits IRS qualified education expenses 2026 Google ↗
- Trends in College Pricing and Student Aid Report: Published Tuition Prices at Public Institutions and Annual Federal Borrowing Increase by Less than 1% Beyond Inflation · newsroom.collegeboard.org
- Trends in College Pricing 2025 · research.collegeboard.org
- Publication 970 (2025), Tax Benefits for Education · irs.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
College Board Trends in College Pricing 2025 tuition fees annual increase 2025 report OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
529 college savings plan tax benefits IRS qualified education expenses 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |