Real ChatGPT answer · index seedjz9efYncY7UcompleteB2B software · cloud hostinginformational

Security just flagged a critical vulnerability in our production Docker container images during a routine audit and gave us until end of day to fix it. Which automated container security scanning tools can we deploy and run right now to identify the exact culprit layers?

ChatGPTgpt-64 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Security just flagged a critical vulnerability in our production Docker container images during a routine audit and gave us until end of day to fix it. Which automated container security scanning tools can we deploy and run right now to identify the exact culprit layers?
4 real searches · 1 real-search pass
container image vulnerability scanners layer attribution Docker layers Trivy Grype Docker Scout official documentationGoogle ↗
OBSERVEDComparison
Trivy image scan package layer attribution official docsGoogle ↗
OBSERVEDOther / navigational
Grype container image layer package metadata official docsGoogle ↗
OBSERVEDOther / navigational
Docker Scout image vulnerability layer Dockerfile official docsGoogle ↗
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
container image vulnerability scanners layer attribution Docker layers Trivy Grype Docker Scout official documentation Google ↗
Trivy image scan package layer attribution official docs Google ↗
Grype container image layer package metadata official docs Google ↗
Docker Scout image vulnerability layer Dockerfile official docs Google ↗
  1. Trivy · trivy.dev
  2. Container Image · trivy.dev
  3. Vulnerability · trivy.dev
  4. Docker Scout · docs.docker.com
  5. Scout Cheat Sheet · docker.com
  6. docker scout cves · docs.docker.com
  7. Grype on GitHub · github.com
  8. Common Vulnerabilities and Exposures (CVEs) · docs.docker.com
  9. Scanner integrations · docs.docker.com
  10. Aqua Security · aquasec.com
  11. Wiz · wiz.io
  12. Project and installation · github.com
  13. Docker Scout image analysis · docs.docker.com

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
container image vulnerability scanners layer attribution Docker layers Trivy Grype Docker Scout official documentation
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Trivy image scan package layer attribution official docs
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Grype container image layer package metadata official docs
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Docker Scout image vulnerability layer Dockerfile official docs
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1