Real ChatGPT answer · index seedFODqHDzBTN0completeB2B software · cybersecurityinformational

What open source or affordable commercial application security testing tools should we evaluate for our CI CD pipeline to catch vulnerabilities early?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What open source or affordable commercial application security testing tools should we evaluate for our CI CD pipeline to catch vulnerabilities early?
2 real searches · 1 real-search pass
2026 application security testing tools SAST SCA DAST secrets IaC open source Semgrep ZAP Trivy Gitleaks DefectDojo pricingGoogle ↗
OBSERVEDOther / navigational
official documentation GitHub Advanced Security CodeQL pricing GitLab application security testing Semgrep plans Snyk pricing 2026Google ↗
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 (2)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

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 application security testing tools SAST SCA DAST secrets IaC open source Semgrep ZAP Trivy Gitleaks DefectDojo pricing Google ↗
official documentation GitHub Advanced Security CodeQL pricing GitLab application security testing Semgrep plans Snyk pricing 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 application security testing tools SAST SCA DAST secrets IaC open source Semgrep ZAP Trivy Gitleaks DefectDojo pricing
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
official documentation GitHub Advanced Security CodeQL pricing GitLab application security testing Semgrep plans Snyk pricing 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1