Which national scholarship search engines have the most accurate databases for STEM grants without requiring paid subscriptions?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which national scholarship search engines have the most accurate databases for STEM grants without requiring paid subscriptions?
2 real searches · 1 real-search pass
best free scholarship search engines STEM grants database accuracy no paid subscription Scholarships.com Fastweb BigFuture CareerOneStop 2026Google ↗
OBSERVEDComparison
official federal and national STEM scholarships grants databases NSF scholarships federal student aid scholarship search freeGoogle ↗
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). 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
best free scholarship search engines STEM grants database accuracy no paid subscription Scholarships.com Fastweb BigFuture CareerOneStop 2026 Google ↗
official federal and national STEM scholarships grants databases NSF scholarships federal student aid scholarship search free Google ↗
- CareerOneStop · careeronestop.org
- BigFuture · bigfuture.collegeboard.org
- Fastweb · fastweb.com
- Scholarships.com · scholarships.com
- ProFellow · profellow.com
- Bold.org · bold.org
- Scholarship Databases · scholarships.berkeley.edu
- Outside Scholarships – Scholarships · scholarships.umbc.edu
- Scholarship Matching Services · edvisors.com
- NSF · nsf.gov
- Goldwater · goldwaterscholarship.gov
- NASA education · nasa.gov
- DOE Science · energy.gov
- SMART · smartscholarship.org
- Hertz Foundation · hertzfoundation.org
- Get Scholarship Help With These Basics and Tips · studentaid.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best free scholarship search engines STEM grants database accuracy no paid subscription Scholarships.com Fastweb BigFuture CareerOneStop 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
official federal and national STEM scholarships grants databases NSF scholarships federal student aid scholarship search free OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |