Real ChatGPT answer · index seed2jfr5YnbOa8completeEducation · college degreescomparison

Is it smarter for my son to use a niche college scholarship search engine for STEM majors or stick to broad platforms like College Board when hunting for merit based funding this fall?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is it smarter for my son to use a niche college scholarship search engine for STEM majors or stick to broad platforms like College Board when hunting for merit based funding this fall?
2 real searches · 1 real-search pass
College Board BigFuture scholarship search merit scholarships official 2026 STEM scholarships search engine comparisonGoogle ↗
OBSERVEDComparison
STEM scholarships undergraduate high school seniors professional societies official scholarships eligibility merit 2026Google ↗
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 (2)
Short factOther / navigationalComparison50%ConsequenceReasonDefinition50%InstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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 merit scholarships official 2026 STEM scholarships search engine comparison Google ↗
STEM scholarships undergraduate high school seniors professional societies official scholarships eligibility merit 2026 Google ↗
  1. BigFuture Scholarship Directory · bigfuture.collegeboard.org
  2. Scholarships and Recognition – Counselors · counselors.collegeboard.org
  3. ASME scholarships · asme.org
  4. AIAA scholarships · aiaa.org
  5. Michigan Society of Professional Engineers · michiganspe.org
  6. Scholarships · aiaa.org

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
College Board BigFuture scholarship search merit scholarships official 2026 STEM scholarships search engine comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
STEM scholarships undergraduate high school seniors professional societies official scholarships eligibility merit 2026
OBSERVED
Google ↗
AI Mode ↗
—Definition——1x
of 1