Real ChatGPT answer · index seedIT2S6x8Et1gcompleteB2B software · cybersecuritycommercial

What are the key differences in pricing and features among the leading application security testing tools on the market today?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the key differences in pricing and features among the leading application security testing tools on the market today?
2 real searches · 1 real-search pass
2026 application security testing tools pricing Snyk Semgrep Checkmarx Veracode Fortify GitHub Advanced Security GitLab Ultimate Invicti pricingGoogle ↗
OBSERVEDComparison
official pricing pages application security testing SAST DAST SCA 2026 GitHub Advanced Security GitLab Semgrep SnykGoogle ↗
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 / navigational50%Comparison50%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
2026 application security testing tools pricing Snyk Semgrep Checkmarx Veracode Fortify GitHub Advanced Security GitLab Ultimate Invicti pricing Google ↗
official pricing pages application security testing SAST DAST SCA 2026 GitHub Advanced Security GitLab Semgrep Snyk Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 application security testing tools pricing Snyk Semgrep Checkmarx Veracode Fortify GitHub Advanced Security GitLab Ultimate Invicti pricing
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
official pricing pages application security testing SAST DAST SCA 2026 GitHub Advanced Security GitLab Semgrep Snyk
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1