Real ChatGPT answer · index seedgg3rRIhtbtUcompleteB2B software · developer toolscommercial

Which CI/CD pipeline orchestration tool is currently winning market share among fast-moving developer tool startups?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which CI/CD pipeline orchestration tool is currently winning market share among fast-moving developer tool startups?
2 real searches · 1 real-search pass
CI/CD pipeline orchestration tools market share startups 2026 GitHub Actions Buildkite CircleCI Harness popularity adoption developer startupsGoogle ↗
OBSERVED
2025 2026 developer survey CI CD tools GitHub Actions Jenkins CircleCI Buildkite market share startupsGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
CI/CD pipeline orchestration tools market share startups 2026 GitHub Actions Buildkite CircleCI Harness popularity adoption developer startups Google ↗
2025 2026 developer survey CI CD tools GitHub Actions Jenkins CircleCI Buildkite market share startups Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CI/CD pipeline orchestration tools market share startups 2026 GitHub Actions Buildkite CircleCI Harness popularity adoption developer startups
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
2025 2026 developer survey CI CD tools GitHub Actions Jenkins CircleCI Buildkite market share startups
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1