Real ChatGPT answer · index seedpmzwhkNdkI0completeB2B software · cybersecuritycomparison

Looking at SBOM tools like Snyk versus Mend IO which one gives better ROI for conducting software bill of materials compliance cheaply

ChatGPTgpt-64 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Looking at SBOM tools like Snyk versus Mend IO which one gives better ROI for conducting software bill of materials compliance cheaply
4 real searches · 1 real-search pass
Snyk SBOM generation export CycloneDX SPDX license compliance pricing official 2026Google ↗
OBSERVEDOther / navigational
Mend.io SBOM generation CycloneDX SPDX license compliance pricing official 2026Google ↗
OBSERVEDReason
Snyk pricing plans application security developer security officialGoogle ↗
OBSERVEDComparison
Mend.io pricing software composition analysis license compliance officialGoogle ↗
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 (4)
Short factOther / navigational25%Comparison50%ConsequenceReason25%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
Snyk SBOM generation export CycloneDX SPDX license compliance pricing official 2026 Google ↗
Mend.io SBOM generation CycloneDX SPDX license compliance pricing official 2026 Google ↗
Snyk pricing plans application security developer security official Google ↗
Mend.io pricing software composition analysis license compliance official Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Snyk SBOM generation export CycloneDX SPDX license compliance pricing official 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Mend.io SBOM generation CycloneDX SPDX license compliance pricing official 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Snyk pricing plans application security developer security official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Mend.io pricing software composition analysis license compliance official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1