Real ChatGPT answer · index seedyMSwt1Bj4ygcompleteB2B software · cloud hostingcomparison

Can you contrast AWS CodePipeline and GitHub Actions for running a CI/CD pipeline on a small startup budget?

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you contrast AWS CodePipeline and GitHub Actions for running a CI/CD pipeline on a small startup budget?
2 real searches · 1 real-search pass
AWS CodePipeline pricing V2 pipeline pricing CodeBuild pricing official 2026Google ↗
OBSERVEDComparison
GitHub Actions billing pricing included minutes storage official 2026Google ↗
OBSERVEDOther / navigational

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
AWS CodePipeline pricing V2 pipeline pricing CodeBuild pricing official 2026 Google ↗
GitHub Actions billing pricing included minutes storage official 2026 Google ↗
  1. CI/CD Pipeline – AWS CodePipeline Pricing · aws.amazon.com
  2. Pricing · aws.amazon.com
  3. Actions runner pricing · docs.github.com
  4. GitHub Actions billing · docs.github.com
  5. Product usage included with each plan · docs.github.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
AWS CodePipeline pricing V2 pipeline pricing CodeBuild pricing official 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
GitHub Actions billing pricing included minutes storage official 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1