My daughter wants an entry level tech credential, so compare the total cost and study time for AWS Cloud Practitioner versus ITIL v4 foundation for a full time college student.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My daughter wants an entry level tech credential, so compare the total cost and study time for AWS Cloud Practitioner versus ITIL v4 foundation for a full time college student.
2 real searches · 1 real-search pass
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). 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
2026 AWS Certified Cloud Practitioner exam fee $100 official AWS exam duration preparation free training hours Google ↗
2026 ITIL 4 Foundation exam price US PeopleCert official exam voucher price study hours syllabus Google ↗
- AWS Certified Cloud Practitioner · aws.amazon.com
- ITIL 4 Foundation | peoplecert.org · peoplecert.org
- Before Testing · aws.amazon.com.cdn.amazon.com
- AWS Exam Prep Cost: What Is Free and What You Pay For · awscloudcertify.com
- ITIL Certifications · peoplecert.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 AWS Certified Cloud Practitioner exam fee $100 official AWS exam duration preparation free training hours OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
2026 ITIL 4 Foundation exam price US PeopleCert official exam voucher price study hours syllabus OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |