Real ChatGPT answer · index seedcy763INPCeUcompleteB2B software · cybersecuritybrand

We need to automate our software bill of materials generation for a government contract, so is Sonatype Lifecycle worth the investment?

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
We need to automate our software bill of materials generation for a government contract, so is Sonatype Lifecycle worth the investment?
3 real searches · 1 real-search pass
Sonatype Lifecycle current SBOM generation CycloneDX SPDX capabilities official documentation 2026Google ↗
OBSERVEDOther / navigational
CISA SBOM minimum elements NTIA official requirements federal procurement SBOM 2025Google ↗
OBSERVEDInstruction
Sonatype Lifecycle pricing enterprise quote SBOM government contractsGoogle ↗
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 (3)
Short factOther / navigational33%Comparison33%ConsequenceReasonDefinitionInstruction33%Yes / no

Classes come from the query-classifier (a local Laya model). 2 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
Sonatype Lifecycle current SBOM generation CycloneDX SPDX capabilities official documentation 2026 Google ↗
CISA SBOM minimum elements NTIA official requirements federal procurement SBOM 2025 Google ↗
Sonatype Lifecycle pricing enterprise quote SBOM government contracts Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Sonatype Lifecycle current SBOM generation CycloneDX SPDX capabilities official documentation 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
CISA SBOM minimum elements NTIA official requirements federal procurement SBOM 2025
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Sonatype Lifecycle pricing enterprise quote SBOM government contracts
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1