Real ChatGPT answer · index seed5X1fxMpF1AwcompleteB2B software · developer toolshowto

We are launching a new Ruby on Rails app and need a reliable CI/CD setup using GitLab to handle automated testing and Docker builds.

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
We are launching a new Ruby on Rails app and need a reliable CI/CD setup using GitLab to handle automated testing and Docker builds.
2 real searches · 1 real-search pass
GitLab CI/CD documentation Docker build Ruby on Rails PostgreSQL services GitLab container registry officialGoogle ↗
OBSERVEDOther / navigational
GitLab CI/CD security scanning SAST dependency scanning official documentationGoogle ↗
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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
GitLab CI/CD documentation Docker build Ruby on Rails PostgreSQL services GitLab container registry official Google ↗
GitLab CI/CD security scanning SAST dependency scanning official documentation Google ↗
  1. Services · docs.gitlab.com
  2. Docker integration · docs.gitlab.com
  3. Build and push container images to the container registry · docs.gitlab.com
  4. Static application security testing (SAST) · docs.gitlab.com
  5. Detect · docs.gitlab.com
  6. Dependency scanning · docs.gitlab.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
GitLab CI/CD documentation Docker build Ruby on Rails PostgreSQL services GitLab container registry official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
GitLab CI/CD security scanning SAST dependency scanning official documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1