Real ChatGPT answer · index seedz6Q217L4HTUcompleteB2B software · cybersecuritycomparison

What open source tools can generate a software bill of materials that passes strict federal compliance audits without needing months of tuning

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What open source tools can generate a software bill of materials that passes strict federal compliance audits without needing months of tuning
3 real searches · 1 real-search pass
open source SBOM generation tools Syft cdxgen SPDX compliance federal requirements 2026Google ↗
OBSERVEDOther / navigational
CISA SBOM minimum elements federal software bill of materials requirements NTIA SPDX CycloneDX auditGoogle ↗
OBSERVEDInstruction
NIST SSDF SBOM federal procurement requirements OMB M-22-18 SBOM 2026Google ↗
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%ComparisonConsequenceReasonDefinitionInstruction67%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
open source SBOM generation tools Syft cdxgen SPDX compliance federal requirements 2026 Google ↗
CISA SBOM minimum elements federal software bill of materials requirements NTIA SPDX CycloneDX audit Google ↗
NIST SSDF SBOM federal procurement requirements OMB M-22-18 SBOM 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
open source SBOM generation tools Syft cdxgen SPDX compliance federal requirements 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
CISA SBOM minimum elements federal software bill of materials requirements NTIA SPDX CycloneDX audit
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
NIST SSDF SBOM federal procurement requirements OMB M-22-18 SBOM 2026
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1