Real ChatGPT answer · index seedQIfr9eGpFEkcompleteB2B software · developer toolscommercial

Which CI/CD platforms currently provide the best native security scanning features out of the box without requiring expensive third-party integrations?

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which CI/CD platforms currently provide the best native security scanning features out of the box without requiring expensive third-party integrations?
4 real searches · 1 real-search pass
2026 CI/CD platforms native security scanning GitLab GitHub Azure DevOps official documentation SAST secret detection dependency scanning pricingGoogle ↗
OBSERVEDComparison
GitLab security scanning features tiers SAST secret detection dependency scanning container scanning official pricing 2026Google ↗
OBSERVEDOther / navigational
GitHub code security secret protection pricing code scanning dependency review official docs 2026Google ↗
OBSERVEDOther / navigational
Azure DevOps Advanced Security pricing features dependency scanning secret scanning code scanning official 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 (4)
Short factOther / navigational75%Comparison25%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
2026 CI/CD platforms native security scanning GitLab GitHub Azure DevOps official documentation SAST secret detection dependency scanning pricing Google ↗
GitLab security scanning features tiers SAST secret detection dependency scanning container scanning official pricing 2026 Google ↗
GitHub code security secret protection pricing code scanning dependency review official docs 2026 Google ↗
Azure DevOps Advanced Security pricing features dependency scanning secret scanning code scanning official 2026 Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 CI/CD platforms native security scanning GitLab GitHub Azure DevOps official documentation SAST secret detection dependency scanning pricing
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
GitLab security scanning features tiers SAST secret detection dependency scanning container scanning official pricing 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
GitHub code security secret protection pricing code scanning dependency review official docs 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Azure DevOps Advanced Security pricing features dependency scanning secret scanning code scanning official 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1