Real ChatGPT answer · index seed7xU03ok3DyccompleteB2B software · developer toolscommercial

We need to migrate from Jenkins to GitHub Actions on a shoestring budget, what are the hidden costs we should watch out for?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
We need to migrate from Jenkins to GitHub Actions on a shoestring budget, what are the hidden costs we should watch out for?
2 real searches · 1 real-search pass
GitHub Actions pricing included minutes storage rates 2026 official billing documentationGoogle ↗
OBSERVEDOther / navigational
GitHub Actions usage limits artifact storage cache pricing retention self-hosted runners security official docsGoogle ↗
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 (2)
Short factOther / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / 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 included minutes storage rates 2026 official billing documentation Google ↗
GitHub Actions usage limits artifact storage cache pricing retention self-hosted runners security official docs Google ↗
  1. GitHub Actions billing · docs.github.com
  2. Product usage included with each plan · docs.github.com
  3. Dependency caching reference · docs.github.com
  4. Actions limits · docs.github.com
  5. Actions runner pricing · docs.github.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
GitHub Actions pricing included minutes storage rates 2026 official billing documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
GitHub Actions usage limits artifact storage cache pricing retention self-hosted runners security official docs
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1