Real ChatGPT answer · index seedoHrMyVxdtPQcompleteB2B software · cybersecurityinformational

Which application security testing tools offer the best value for money when scanning legacy monolithic codebases for critical vulnerabilities?

ChatGPTgpt-65 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which application security testing tools offer the best value for money when scanning legacy monolithic codebases for critical vulnerabilities?
5 real searches · 1 real-search pass
2026 application security testing tools SAST pricing Semgrep SonarQube Checkmarx Fortify Veracode legacy codebaseGoogle ↗
OBSERVEDComparison
Semgrep pricing SAST official plans 2026Google ↗
OBSERVEDShort fact
SonarQube Server pricing enterprise SAST official 2026Google ↗
OBSERVEDComparison
GitHub CodeQL code scanning pricing private repositories 2026Google ↗
OBSERVEDComparison
SAST tool benchmark legacy monolith Java .NET PHP false positives interprocedural analysisGoogle ↗
OBSERVEDReason

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 (5)
Short fact20%Other / navigationalComparison60%ConsequenceReason20%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 5 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT5 real searches · gpt-6
2026 application security testing tools SAST pricing Semgrep SonarQube Checkmarx Fortify Veracode legacy codebase Google ↗
Semgrep pricing SAST official plans 2026 Google ↗
SonarQube Server pricing enterprise SAST official 2026 Google ↗
GitHub CodeQL code scanning pricing private repositories 2026 Google ↗
SAST tool benchmark legacy monolith Java .NET PHP false positives interprocedural analysis Google ↗
  1. Official website · zaproxy.org
  2. Source Code Analysis Tools · community.owasp.org
  3. Top SAST tools compared and benchmarked · cycode.com

Queries

5 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 application security testing tools SAST pricing Semgrep SonarQube Checkmarx Fortify Veracode legacy codebase
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Semgrep pricing SAST official plans 2026
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
SonarQube Server pricing enterprise SAST official 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
GitHub CodeQL code scanning pricing private repositories 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
SAST tool benchmark legacy monolith Java .NET PHP false positives interprocedural analysis
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1