Real ChatGPT answer · index seedR91CRjKdRcUcompleteB2B software · cybersecuritycomparison

Can you weigh the pros and cons of using Checkmarx versus GitHub Advanced Security for developer-first vulnerability scanning?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you weigh the pros and cons of using Checkmarx versus GitHub Advanced Security for developer-first vulnerability scanning?
3 real searches · 1 real-search pass
Checkmarx One developer-first application security platform SAST SCA secrets IaC official documentation GitHub integration 2026Google ↗
OBSERVEDOther / navigational
GitHub Advanced Security features CodeQL secret protection dependency review security overview official docs 2026Google ↗
OBSERVEDOther / navigational
Checkmarx vs GitHub Advanced Security comparison developer workflow enterprise AppSec independentGoogle ↗
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 (3)
Short factOther / navigational67%Comparison33%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
Checkmarx One developer-first application security platform SAST SCA secrets IaC official documentation GitHub integration 2026 Google ↗
GitHub Advanced Security features CodeQL secret protection dependency review security overview official docs 2026 Google ↗
Checkmarx vs GitHub Advanced Security comparison developer workflow enterprise AppSec independent Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Checkmarx One developer-first application security platform SAST SCA secrets IaC official documentation GitHub integration 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
GitHub Advanced Security features CodeQL secret protection dependency review security overview official docs 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Checkmarx vs GitHub Advanced Security comparison developer workflow enterprise AppSec independent
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1