Real ChatGPT answer · index seedyrWPpjMuWY8completeB2B software · cybersecuritycommercial

Looking for the most reliable ways for a junior DevOps engineer to start mitigating supply chain software risks without breaking our current CI/CD pipeline.

ChatGPTgpt-64 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Looking for the most reliable ways for a junior DevOps engineer to start mitigating supply chain software risks without breaking our current CI/CD pipeline.
4 real searches · 1 real-search pass
NIST Secure Software Development Framework SSDF SP 800-218 official practices supply chain CI/CDGoogle ↗
OBSERVEDInstruction
SLSA official build levels provenance requirements GitHub Actions supply chain securityGoogle ↗
OBSERVEDReason
OpenSSF Scorecard official documentation dependency pinning CI security checksGoogle ↗
OBSERVEDReason
CISA SBOM guidance software bill of materials officialGoogle ↗
OBSERVEDDefinition

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 / navigationalComparisonConsequenceReason50%Definition25%Instruction25%Yes / 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
NIST Secure Software Development Framework SSDF SP 800-218 official practices supply chain CI/CD Google ↗
SLSA official build levels provenance requirements GitHub Actions supply chain security Google ↗
OpenSSF Scorecard official documentation dependency pinning CI security checks Google ↗
CISA SBOM guidance software bill of materials official Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
NIST Secure Software Development Framework SSDF SP 800-218 official practices supply chain CI/CD
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
SLSA official build levels provenance requirements GitHub Actions supply chain security
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
OpenSSF Scorecard official documentation dependency pinning CI security checks
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
CISA SBOM guidance software bill of materials official
OBSERVED
Google ↗
AI Mode ↗
—Definition——1x
of 1