Real ChatGPT answer · index seedujbWEhN0Yl0completeB2B software · cybersecuritycomparison

Is Snyk truly better than GitHub Advanced Security for developer-first application security testing when you factor in enterprise tier pricing and complex monorepo CI/CD integration overhead?

ChatGPTgpt-64 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is Snyk truly better than GitHub Advanced Security for developer-first application security testing when you factor in enterprise tier pricing and complex monorepo CI/CD integration overhead?
4 real searches · 1 real-search pass
Snyk enterprise pricing 2026 developer security platform pricing official enterpriseGoogle ↗
OBSERVEDComparison
GitHub Advanced Security pricing 2026 secret protection code security official pricingGoogle ↗
OBSERVEDOther / navigational
Snyk monorepo CI integration documentation GitHub Actions monorepoGoogle ↗
OBSERVEDOther / navigational
GitHub code security monorepo code scanning setup documentationGoogle ↗
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
Snyk enterprise pricing 2026 developer security platform pricing official enterprise Google ↗
GitHub Advanced Security pricing 2026 secret protection code security official pricing Google ↗
Snyk monorepo CI integration documentation GitHub Actions monorepo Google ↗
GitHub code security monorepo code scanning setup documentation Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Snyk enterprise pricing 2026 developer security platform pricing official enterprise
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
GitHub Advanced Security pricing 2026 secret protection code security official pricing
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Snyk monorepo CI integration documentation GitHub Actions monorepo
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
GitHub code security monorepo code scanning setup documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1