Real ChatGPT answer · index seeddPPIONMVswEcompleteB2B software · developer toolscommercial

I am retired and building a genealogy web app with a few former engineer friends, and we need to know which continuous integration tool has the easiest setup for small teams right now

ChatGPTgpt-61 query10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I am retired and building a genealogy web app with a few former engineer friends, and we need to know which continuous integration tool has the easiest setup for small teams right now
1 real search · 1 real-search pass
easiest CI/CD tools for small development teams 2026 GitHub Actions CircleCI GitLab CI setup comparisonGoogle ↗
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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
easiest CI/CD tools for small development teams 2026 GitHub Actions CircleCI GitLab CI setup comparison Google ↗
  1. Understanding GitHub Actions · docs.github.com
  2. Billing and usage · docs.github.com
  3. GitHub Actions documentation · docs.github.com
  4. Pricing and Plan Information · circleci.com
  5. CircleCI plans overview · circleci.com
  6. CircleCI · circleci.com
  7. Pricing · about.gitlab.com
  8. The Best CI/CD Platforms for Small Engineering Teams in 2026 · guides.reviews
  9. GitLab · about.gitlab.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
easiest CI/CD tools for small development teams 2026 GitHub Actions CircleCI GitLab CI setup comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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