Real ChatGPT answer · index seedVmRr68QD94ocompleteEducation · financial aid and scholarshipscomparison

Are Chegg scholarship search algorithms more effective for finding niche regional grants compared to Cappex or Fastweb databases for engineering majors?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are Chegg scholarship search algorithms more effective for finding niche regional grants compared to Cappex or Fastweb databases for engineering majors?
3 real searches · 1 real-search pass
Chegg scholarships search database filters local regional engineering scholarships features officialGoogle ↗
OBSERVEDOther / navigational
Cappex scholarships search filters local scholarships engineering officialGoogle ↗
OBSERVEDOther / navigational
Fastweb scholarship database personalized matching local scholarships engineering officialGoogle ↗
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 (3)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
Chegg scholarships search database filters local regional engineering scholarships features official Google ↗
Cappex scholarships search filters local scholarships engineering official Google ↗
Fastweb scholarship database personalized matching local scholarships engineering official Google ↗
  1. How Fastweb Works · fastweb.com
  2. fastweb.com · fastweb.com
  3. fastweb.com · fastweb.com
  4. 6 Best Websites to Find College Scholarships in 2026 · cnbc.com
  5. College Exploration & Financial Aid · emcc.monroe.edu
  6. Scholarship opportunities · swe.org
  7. ASME website · asme.org
  8. IEEE website · ieee.org
  9. NSPE website · nspe.org

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Chegg scholarships search database filters local regional engineering scholarships features official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Cappex scholarships search filters local scholarships engineering official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Fastweb scholarship database personalized matching local scholarships engineering official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1