Real ChatGPT answer · index seedYuCM5iziYaMcompleteB2B software · developer toolscomparison

Is migrating from Jenkins to GitHub Actions really going to save us money when factoring in the cost of refactoring all our existing build scripts?

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is migrating from Jenkins to GitHub Actions really going to save us money when factoring in the cost of refactoring all our existing build scripts?
3 real searches · 1 real-search pass
GitHub Actions pricing hosted runners minutes storage self-hosted runner pricing 2026 officialGoogle ↗
OBSERVEDComparison
Jenkins cost of ownership maintenance CI CD migration GitHub Actions build scripts migration effortGoogle ↗
OBSERVEDReason
GitHub Actions billing documentation usage limits included minutes 2026Google ↗
OBSERVEDConsequence

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 / navigationalComparison33%Consequence33%Reason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 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
GitHub Actions pricing hosted runners minutes storage self-hosted runner pricing 2026 official Google ↗
Jenkins cost of ownership maintenance CI CD migration GitHub Actions build scripts migration effort Google ↗
GitHub Actions billing documentation usage limits included minutes 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
GitHub Actions pricing hosted runners minutes storage self-hosted runner pricing 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Jenkins cost of ownership maintenance CI CD migration GitHub Actions build scripts migration effort
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
GitHub Actions billing documentation usage limits included minutes 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1