Real ChatGPT answer · index seedcNLeQDVgc5EcompleteEducation · financial aid and scholarshipscomparison

Is the College Board scholarship search tool more effective than Fastweb for finding STEM specific awards for graduate level transfer students?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is the College Board scholarship search tool more effective than Fastweb for finding STEM specific awards for graduate level transfer students?
2 real searches · 1 real-search pass
College Board BigFuture scholarship search graduate students eligibility transfer students STEM scholarships database featuresGoogle ↗
OBSERVEDReason
Fastweb scholarship search graduate students transfer students STEM filters eligibility database featuresGoogle ↗
OBSERVEDOther / navigational

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 / navigational50%ComparisonConsequenceReason50%DefinitionInstructionYes / 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
College Board BigFuture scholarship search graduate students eligibility transfer students STEM scholarships database features Google ↗
Fastweb scholarship search graduate students transfer students STEM filters eligibility database features Google ↗
  1. Scholarship Directory – BigFuture · bigfuture.collegeboard.org
  2. Who can use Scholarship Search? – BigFuture · bigfuture.collegeboard.org
  3. www.fastweb.com · fastweb.com
  4. www.fastweb.com · fastweb.com
  5. Does Scholarship Search match my profile to potential scholarship(s)? – BigFuture · bigfuture.collegeboard.org
  6. www.fastweb.com · fastweb.com
  7. Fastweb Scholarship Search · fastweb.com
  8. College Board BigFuture Scholarship Search · bigfuture.collegeboard.org

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
College Board BigFuture scholarship search graduate students eligibility transfer students STEM scholarships database features
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Fastweb scholarship search graduate students transfer students STEM filters eligibility database features
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1