Real ChatGPT answer · index seedt6kfkph0yL0completeB2B software · developer toolscomparison

comparing GitHub Advanced Security and GitGuardian for scanning code and securing API keys in production, which tool offers better ROI for startups

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
comparing GitHub Advanced Security and GitGuardian for scanning code and securing API keys in production, which tool offers better ROI for startups
3 real searches · 1 real-search pass
GitHub Advanced Security pricing secret protection code security features 2026 startupGoogle ↗
OBSERVED
GitGuardian pricing secrets detection developer security platform features 2026Google ↗
OBSERVED
GitHub secret scanning push protection validity checks organization repositories GitGuardian competitorsGoogle ↗
OBSERVED

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.

Classifying 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
GitHub Advanced Security pricing secret protection code security features 2026 startup Google ↗
GitGuardian pricing secrets detection developer security platform features 2026 Google ↗
GitHub secret scanning push protection validity checks organization repositories GitGuardian competitors Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
GitHub Advanced Security pricing secret protection code security features 2026 startup
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
GitGuardian pricing secrets detection developer security platform features 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
GitHub secret scanning push protection validity checks organization repositories GitGuardian competitors
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1