Real ChatGPT answer · index seedHbb7g9fRXg4completeB2B software · developer toolscommercial

Is it worth switching our CI CD pipeline from Jenkins to GitHub Actions purely from a maintenance and compute cost perspective?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is it worth switching our CI CD pipeline from Jenkins to GitHub Actions purely from a maintenance and compute cost perspective?
2 real searches · 1 real-search pass
GitHub Actions pricing hosted runners minutes included storage self-hosted runners official 2026Google ↗
OBSERVEDComparison
Jenkins maintenance operations controller agents upgrades plugins scaling infrastructure costsGoogle ↗
OBSERVEDReason

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 (2)
Short factOther / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
GitHub Actions pricing hosted runners minutes included storage self-hosted runners official 2026 Google ↗
Jenkins maintenance operations controller agents upgrades plugins scaling infrastructure costs Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
GitHub Actions pricing hosted runners minutes included storage self-hosted runners official 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Jenkins maintenance operations controller agents upgrades plugins scaling infrastructure costs
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1