Real ChatGPT answer · index seedzUQOuYYontgcompleteB2B software · developer toolsbrand

How does the security vulnerability scanning in Snyk compare to what GitLab Ultimate provides out of the box?

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How does the security vulnerability scanning in Snyk compare to what GitLab Ultimate provides out of the box?
2 real searches · 1 real-search pass
Snyk product security scanning SAST SCA container IaC code security official docs 2026Google ↗
OBSERVEDOther / navigational
GitLab Ultimate security scanning features SAST dependency scanning container scanning secret detection IaC DAST official docs 2026Google ↗
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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
Snyk product security scanning SAST SCA container IaC code security official docs 2026 Google ↗
GitLab Ultimate security scanning features SAST dependency scanning container scanning secret detection IaC DAST official docs 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Snyk product security scanning SAST SCA container IaC code security official docs 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
GitLab Ultimate security scanning features SAST dependency scanning container scanning secret detection IaC DAST official docs 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1