What hidden textbook and software licensing costs should we prepare for when our son starts his computer science degree this fall?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What hidden textbook and software licensing costs should we prepare for when our son starts his computer science degree this fall?
3 real searches · 1 real-search pass
computer science undergraduate textbook costs access codes online homework university bookstore student software costs 2026Google ↗
OBSERVEDShort fact
university student software discounts computer science GitHub Student Developer Pack Azure AWS education free credits officialGoogle ↗
OBSERVEDOther / navigational
college textbook costs digital access codes inclusive access opt out university bookstore 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)
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
computer science undergraduate textbook costs access codes online homework university bookstore student software costs 2026 Google ↗
university student software discounts computer science GitHub Student Developer Pack Azure AWS education free credits official Google ↗
college textbook costs digital access codes inclusive access opt out university bookstore official Google ↗
- First Day Complete® FAQs | WVU Faculty · faculty.wvu.edu
- FAQ for Students · bearbookbundle.mercer.edu
- Textbook Access Program · villanova.edu
- Explore student benefits · education.github.com
- Explore Azure student benefits · azure.microsoft.com
- Explore educational licenses · jetbrains.com
- Students · github.com
- GitHub Student Developer Pack · education.github.com
- About the Azure for Students program (Azure Education Hub) · learn.microsoft.com
- InclusiveAccess.org · inclusiveaccess.org
- Inclusive Access FAQ · uvabookstores.com
- Textbooks Frequently Asked Questions · store.utah.edu
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
computer science undergraduate textbook costs access codes online homework university bookstore student software costs 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
university student software discounts computer science GitHub Student Developer Pack Azure AWS education free credits official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
college textbook costs digital access codes inclusive access opt out university bookstore official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |