Real ChatGPT answer · index seedbSq9viNNQb4completeB2B software · cybersecuritylocal

Where can our student coding group find affordable software bill of materials auditing tools that integrate with GitHub without breaking our budget?

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Where can our student coding group find affordable software bill of materials auditing tools that integrate with GitHub without breaking our budget?
2 real searches · 1 real-search pass
affordable software bill of materials SBOM tools GitHub integration free open source pricing 2026Google ↗
OBSERVEDOther / navigational
GitHub dependency review action SBOM generation tool Syft Dependency-Track GitHub integration pricingGoogle ↗
OBSERVEDComparison

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 / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / 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
affordable software bill of materials SBOM tools GitHub integration free open source pricing 2026 Google ↗
GitHub dependency review action SBOM generation tool Syft Dependency-Track GitHub integration pricing Google ↗
  1. Syft on GitHub · github.com
  2. Trivy on GitHub · github.com
  3. Dependency-Track website · dependencytrack.org
  4. Grype on GitHub · github.com
  5. GitHub SBOM documentation · docs.github.com
  6. Getting Started · oss.anchore.com
  7. CI/CD · trivy.dev
  8. Community Integrations · docs.dependencytrack.org
  9. Dependency-Track documentation · docs.dependencytrack.org

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
affordable software bill of materials SBOM tools GitHub integration free open source pricing 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
GitHub dependency review action SBOM generation tool Syft Dependency-Track GitHub integration pricing
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1