Real ChatGPT answer · index seedzWY87dXm8YAcompleteB2B software · cybersecuritycommercial

can you suggest tools to help mitigate software supply chain risks for an organization using lots of open source code

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

The searches the AI actually ran for this prompt.

SEED QUERY
can you suggest tools to help mitigate software supply chain risks for an organization using lots of open source code
3 real searches · 1 real-search pass
2026 software supply chain security tools SCA SBOM signing dependency firewall OpenSSF Scorecard Sigstore SLSAGoogle ↗
OBSERVEDReason
official documentation software composition analysis tools Snyk Mend Black Duck GitHub Dependabot SocketGoogle ↗
OBSERVEDOther / navigational
official docs Sigstore cosign SLSA framework GUAC OSV-Scanner OpenSSF ScorecardGoogle ↗
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 (3)
Short factOther / navigational67%ComparisonConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 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
2026 software supply chain security tools SCA SBOM signing dependency firewall OpenSSF Scorecard Sigstore SLSA Google ↗
official documentation software composition analysis tools Snyk Mend Black Duck GitHub Dependabot Socket Google ↗
official docs Sigstore cosign SLSA framework GUAC OSV-Scanner OpenSSF Scorecard Google ↗
  1. Snyk Open Source · snyk.io
  2. Black Duck · blackduck.com
  3. Sonatype Lifecycle · sonatype.com
  4. Trivy · trivy.dev
  5. Socket · socket.dev
  6. OpenSSF Scorecard · securityscorecards.dev
  7. OSV-Scanner · google.github.io
  8. Dependency-Track · dependencytrack.org
  9. Anchore · anchore.com
  10. Sigstore · sigstore.dev
  11. SLSA · slsa.dev
  12. in-toto · in-toto.io
  13. Dependabot · docs.github.com
  14. Renovate · docs.renovatebot.com
  15. Overview · docs.sigstore.dev
  16. Developer Trust Tools Compared | Ry Walker Research · rywalker.com
  17. DevSecOpsGuideline/current-version/2-Process/2-3-Build/2-3-2-Software-Composition-Analysis/2-3-2-1-Software-Composition-Analysis.md at master · OWASP/DevSecOpsGuideline · github.com
  18. OWASP Dependency-Track - Software Supply Chain Security · owasp.org

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 software supply chain security tools SCA SBOM signing dependency firewall OpenSSF Scorecard Sigstore SLSA
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
official documentation software composition analysis tools Snyk Mend Black Duck GitHub Dependabot Socket
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
official docs Sigstore cosign SLSA framework GUAC OSV-Scanner OpenSSF Scorecard
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1