Real ChatGPT answer · index seedoa9PrsoyAVscompleteB2B software · cybersecurityinformational

What criteria should a junior developer use when evaluating application security testing tools for a small startup environment.

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

The searches the AI actually ran for this prompt.

SEED QUERY
What criteria should a junior developer use when evaluating application security testing tools for a small startup environment.
2 real searches · 1 real-search pass
OWASP application security testing tools selection criteria SAST DAST SCA false positives CI CD startupGoogle ↗
OBSERVEDReason
NIST Secure Software Development Framework SSDF security testing automation guidanceGoogle ↗
OBSERVEDInstruction

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 / navigationalComparisonConsequenceReason50%DefinitionInstruction50%Yes / 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
OWASP application security testing tools selection criteria SAST DAST SCA false positives CI CD startup Google ↗
NIST Secure Software Development Framework SSDF security testing automation guidance Google ↗
  1. Semgrep · semgrep.dev
  2. OWASP ZAP · zaproxy.org
  3. Snyk · snyk.io
  4. GitHub Security · github.com
  5. OWASP Security Culture · owasp.github.io
  6. Decision-Making Factors for Selecting Application Security Testing Tools · sei.cmu.edu
  7. OWASP DevSecOps Guideline · owasp.org

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
OWASP application security testing tools selection criteria SAST DAST SCA false positives CI CD startup
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
NIST Secure Software Development Framework SSDF security testing automation guidance
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1