Is Vercel better than AWS for a complete beginner who wants automated vulnerability checks on every code push?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is Vercel better than AWS for a complete beginner who wants automated vulnerability checks on every code push?
3 real searches · 1 real-search pass
Vercel documentation Git integration deployments every push security scanning vulnerability checks GitHub integrationGoogle ↗
OBSERVEDReason
AWS documentation CodePipeline security scanning every commit CodeGuru Security SAST dependency scanningGoogle ↗
OBSERVEDOther / navigational
GitHub documentation CodeQL default setup code scanning pull requests pushes Dependabot alertsGoogle ↗
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
Vercel documentation Git integration deployments every push security scanning vulnerability checks GitHub integration Google ↗
AWS documentation CodePipeline security scanning every commit CodeGuru Security SAST dependency scanning Google ↗
GitHub documentation CodeQL default setup code scanning pull requests pushes Dependabot alerts Google ↗
- Deploying Git Repositories with Vercel · vercel.com
- Deploying GitHub Projects with Vercel · vercel.com
- Configuring default setup for code scanning · docs.github.com
- About setup types for code scanning · docs.github.com
- Workflow configuration options for code scanning · docs.github.com
- Deployment Checks · vercel.com
- vercel-plugin/skills/deployments-cicd/SKILL.md at main · vercel/vercel-plugin · github.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Vercel documentation Git integration deployments every push security scanning vulnerability checks GitHub integration OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
AWS documentation CodePipeline security scanning every commit CodeGuru Security SAST dependency scanning OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
GitHub documentation CodeQL default setup code scanning pull requests pushes Dependabot alerts OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |