Real ChatGPT answer · index seedtAcznQVezkQcompleteB2B software · cybersecuritycomparison

Is GitHub Advanced Security worth the cost compared to standalone tools like Snyk for automated vulnerability scanning in DevOps

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is GitHub Advanced Security worth the cost compared to standalone tools like Snyk for automated vulnerability scanning in DevOps
3 real searches · 1 real-search pass
GitHub Advanced Security pricing 2026 secret protection code security dependency review official pricingGoogle ↗
OBSERVEDOther / navigational
Snyk pricing plans 2026 code open source container IaC official pricingGoogle ↗
OBSERVEDComparison
GitHub Advanced Security vs Snyk comparison CodeQL coverage ecosystem integrations 2026Google ↗
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 / navigational33%Comparison67%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
GitHub Advanced Security pricing 2026 secret protection code security dependency review official pricing Google ↗
Snyk pricing plans 2026 code open source container IaC official pricing Google ↗
GitHub Advanced Security vs Snyk comparison CodeQL coverage ecosystem integrations 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
GitHub Advanced Security pricing 2026 secret protection code security dependency review official pricing
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Snyk pricing plans 2026 code open source container IaC official pricing
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
GitHub Advanced Security vs Snyk comparison CodeQL coverage ecosystem integrations 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1