Real ChatGPT answer · index seed2lFUVzfTO9EcompleteB2B software · cybersecurityinformational

Can anyone recommend open source alternatives to expensive commercial software bill of materials generators for our CI CD pipeline?

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can anyone recommend open source alternatives to expensive commercial software bill of materials generators for our CI CD pipeline?
2 real searches · 1 real-search pass
open source SBOM generators CI CD Syft cdxgen Trivy SPDX tools 2026Google ↗
OBSERVEDComparison
official documentation Syft cdxgen Trivy SBOM generation CI integrationGoogle ↗
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 (2)
Short factOther / navigationalComparison50%ConsequenceReasonDefinitionInstruction50%Yes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
open source SBOM generators CI CD Syft cdxgen Trivy SPDX tools 2026 Google ↗
official documentation Syft cdxgen Trivy SBOM generation CI integration Google ↗
  1. GitHub – Syft · github.com
  2. GitHub – cdxgen · github.com
  3. GitHub – Trivy · github.com
  4. GitHub – Microsoft SBOM Tool · github.com
  5. GitHub – Tern · github.com
  6. Choosing an SBOM Generation Tool · openssf.org
  7. Software Bill of Materials (SBOM) · owasp.github.io
  8. SBOM LANDSCAPE ANALYSIS · enisa.europa.eu
  9. GitHub repository · github.com
  10. GitHub repository · github.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
open source SBOM generators CI CD Syft cdxgen Trivy SPDX tools 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
official documentation Syft cdxgen Trivy SBOM generation CI integration
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1