Real ChatGPT answer · index seedL56wS2Kn6T0completeB2B software · cloud hostingcomparison

Compare AWS Inspector and Snyk for automated vulnerability assessment tools in our CI CD pipeline running on GitHub Actions

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare AWS Inspector and Snyk for automated vulnerability assessment tools in our CI CD pipeline running on GitHub Actions
3 real searches · 1 real-search pass
AWS Inspector vs Snyk CI/CD GitHub Actions integration capabilities pricing coverage 2026Google ↗
OBSERVEDComparison
AWS Inspector GitHub Actions integration ECR Lambda EC2 code scanning official documentationGoogle ↗
OBSERVEDInstruction
Snyk GitHub Actions integration Snyk Code Open Source Container IaC official docsGoogle ↗
OBSERVEDInstruction

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 / navigationalComparison33%ConsequenceReasonDefinitionInstruction67%Yes / 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
AWS Inspector vs Snyk CI/CD GitHub Actions integration capabilities pricing coverage 2026 Google ↗
AWS Inspector GitHub Actions integration ECR Lambda EC2 code scanning official documentation Google ↗
Snyk GitHub Actions integration Snyk Code Open Source Container IaC official docs Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
AWS Inspector vs Snyk CI/CD GitHub Actions integration capabilities pricing coverage 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
AWS Inspector GitHub Actions integration ECR Lambda EC2 code scanning official documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Snyk GitHub Actions integration Snyk Code Open Source Container IaC official docs
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1