My cloud engineer wants the AWS certified developer exam, but is it better ROI for our small tech startup than the Google Cloud equivalent right now?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My cloud engineer wants the AWS certified developer exam, but is it better ROI for our small tech startup than the Google Cloud equivalent right now?
3 real searches · 1 real-search pass
2026 AWS Certified Developer Associate exam official certification cost exam guide AWSGoogle ↗
OBSERVEDOther / navigational
2026 Google Cloud Professional Cloud Developer certification official exam cost guideGoogle ↗
OBSERVEDOther / navigational
AWS vs Google Cloud market share 2026 cloud infrastructure market share startup adoptionGoogle ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 2 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
2026 AWS Certified Developer Associate exam official certification cost exam guide AWS Google ↗
2026 Google Cloud Professional Cloud Developer certification official exam cost guide Google ↗
AWS vs Google Cloud market share 2026 cloud infrastructure market share startup adoption Google ↗
- AWS Certified Developer · aws.amazon.com
- Professional Cloud Developer Certification | Learn | Google Cloud · cloud.google.com
- Google Cloud Certification FAQs · support.google.com
- docs.aws.amazon.com · docs.aws.amazon.com
- Q2 Cloud Market Passes $143 Billion; Highest Growth Rate in Eight Years · srgresearch.com
- Cloud Market Share Q2 2026: Google Gains Share As AWS Falls · crn.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 AWS Certified Developer Associate exam official certification cost exam guide AWS OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
2026 Google Cloud Professional Cloud Developer certification official exam cost guide OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
AWS vs Google Cloud market share 2026 cloud infrastructure market share startup adoption OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |