How do private college consultants compare to high school guidance counselors when trying to minimize college tuition and debt
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do private college consultants compare to high school guidance counselors when trying to minimize college tuition and debt
2 real searches · 1 real-search pass
independent college counselor financial aid merit scholarships high school counselor college affordability net price calculator official guidanceGoogle ↗
OBSERVEDComparison
Federal Student Aid FAFSA net price calculator merit scholarships college financial aid appeal officialGoogle ↗
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)
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
independent college counselor financial aid merit scholarships high school counselor college affordability net price calculator official guidance Google ↗
Federal Student Aid FAFSA net price calculator merit scholarships college financial aid appeal official Google ↗
- How Aid Works · college.harvard.edu
- Federal Student Aid · studentaid.gov
- Net Price Calculator Center · collegecost.ed.gov
- College Scorecard · collegescorecard.ed.gov
- Common App Paying for College · commonapp.org
- How To Evaluate Your Aid Offers · studentaid.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
independent college counselor financial aid merit scholarships high school counselor college affordability net price calculator official guidance OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Federal Student Aid FAFSA net price calculator merit scholarships college financial aid appeal official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |