Real ChatGPT answer · index seedXX2mKj7c9hEcompleteB2B software · cybersecuritycommercial

We need to implement automated security checks in our DevOps workflow next month so what are the highest rated tools under five hundred dollars a month

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
We need to implement automated security checks in our DevOps workflow next month so what are the highest rated tools under five hundred dollars a month
2 real searches · 1 real-search pass
DevSecOps tools pricing plans Snyk Semgrep SonarQube Cloud GitHub code security 2026 pricing and user ratingsGoogle ↗
OBSERVEDComparison
highest rated DevSecOps security tools pricing under $500 per month Snyk Semgrep SonarQube Cloud GitLab security 2026 reviewsGoogle ↗
OBSERVEDComparison

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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
DevSecOps tools pricing plans Snyk Semgrep SonarQube Cloud GitHub code security 2026 pricing and user ratings Google ↗
highest rated DevSecOps security tools pricing under $500 per month Snyk Semgrep SonarQube Cloud GitLab security 2026 reviews Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
DevSecOps tools pricing plans Snyk Semgrep SonarQube Cloud GitHub code security 2026 pricing and user ratings
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
highest rated DevSecOps security tools pricing under $500 per month Snyk Semgrep SonarQube Cloud GitLab security 2026 reviews
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1