Real ChatGPT answer · index seedOYGMB8UTEY4completeB2B software · cybersecurityinformational

What tools are currently recommended for conducting software bill of materials in a CI/CD pipeline

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What tools are currently recommended for conducting software bill of materials in a CI/CD pipeline
3 real searches · 1 real-search pass
2026 recommended SBOM tools CI/CD Syft Trivy cdxgen Dependency-Track Grype SPDX CycloneDXGoogle ↗
OBSERVEDComparison
official documentation Syft SBOM generation CI pipeline Trivy SBOM scan cdxgen GitHub Actions 2026Google ↗
OBSERVEDOther / navigational
OWASP Dependency-Track CI/CD SBOM ingestion policy official documentationGoogle ↗
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 / navigational33%Comparison33%ConsequenceReasonDefinitionInstruction33%Yes / 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 recommended SBOM tools CI/CD Syft Trivy cdxgen Dependency-Track Grype SPDX CycloneDX Google ↗
official documentation Syft SBOM generation CI pipeline Trivy SBOM scan cdxgen GitHub Actions 2026 Google ↗
OWASP Dependency-Track CI/CD SBOM ingestion policy official documentation Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 recommended SBOM tools CI/CD Syft Trivy cdxgen Dependency-Track Grype SPDX CycloneDX
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
official documentation Syft SBOM generation CI pipeline Trivy SBOM scan cdxgen GitHub Actions 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
OWASP Dependency-Track CI/CD SBOM ingestion policy official documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1