How have application security testing tools evolved over the last five years to handle modern cloud native software development
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How have application security testing tools evolved over the last five years to handle modern cloud native software development
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
application security testing evolution cloud native DevSecOps 2021 2026 SAST DAST SCA API IaC software supply chain trends Google ↗
OWASP application security testing cloud native API security software supply chain SBOM 2025 Google ↗
- SP 800-228, Guidelines for API Protection for Cloud-Native Systems · csrc.nist.gov
- Guidelines for API Protection for Cloud-Native Systems · nist.gov
- Strategies for the Integration of Software Supply Chain Security in DevSecOps CI/CD Pipelines · nist.gov
- DevSecOpsGuideline/current-version/README.md at master · OWASP/DevSecOpsGuideline · github.com
- Balancing AI Usage and Risk in 2025: The Global State of DevSecOps · blackduck.com
- Software Supply Chain · s201.q4cdn.com
- OWASP DevSecOps Guideline · owasp.github.io
- About the current version · owasp.github.io
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
application security testing evolution cloud native DevSecOps 2021 2026 SAST DAST SCA API IaC software supply chain trends OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OWASP application security testing cloud native API security software supply chain SBOM 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |