Real ChatGPT answer · index seeddoix5AqN7w8completeB2B software · cybersecuritycommercial

What are the best practices for mitigating software supply chain risks when your dev team relies heavily on public npm and pip repositories?

ChatGPTgpt-64 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the best practices for mitigating software supply chain risks when your dev team relies heavily on public npm and pip repositories?
4 real searches · 1 real-search pass
NIST Secure Software Development Framework SSDF SP 800-218 dependency management software supply chain officialGoogle ↗
OBSERVEDInstruction
SLSA provenance levels official documentation build provenance supply chainGoogle ↗
OBSERVEDReason
npm security best practices package lockfile trusted publishing provenance official docsGoogle ↗
OBSERVEDOther / navigational
pip secure installs hash checking mode requirements files official documentationGoogle ↗
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 (4)
Short factOther / navigational25%ComparisonConsequenceReason25%DefinitionInstruction50%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 dependency management software supply chain official Google ↗
SLSA provenance levels official documentation build provenance supply chain Google ↗
npm security best practices package lockfile trusted publishing provenance official docs Google ↗
pip secure installs hash checking mode requirements files official documentation Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
NIST Secure Software Development Framework SSDF SP 800-218 dependency management software supply chain official
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
SLSA provenance levels official documentation build provenance supply chain
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
npm security best practices package lockfile trusted publishing provenance official docs
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
pip secure installs hash checking mode requirements files official documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1