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CI/CD: September 2026

The final September 2026 standings for “What CI/CD should I use?”. These numbers are fixed and can be cited by permalink. See the current standings.

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AI share of voice · September 2026

570 sampled answers · 10 models

  1. 1GitHub Actions▼ 21.80.3%
    GPT · GLM 5.2—
  2. 2GitLab CI▼ 28.10.3%
    GPT · GLM 5.2—
  3. 3CircleCI▼ 290.3%
    GPT · GLM 5.2—
  4. 4Buildkite▼ 11.40.2%
    GPT—
  5. 5Jenkins▼ 28.70.2%
    GPT—
  6. 6Travis CI▼ 15.60%
    not named this month—

Biggest mover: CircleCI ▼ 29 pts vs the previous month

Share of voice weights each compared model equally: it is the average, across the models, of how often each one named the tool in its own answers, so a model probed more than another can't skew it. Model chips list which AI models named it this month; the pulse is the sentiment of that month's developer mentions across Hacker News, Reddit, GitHub, Stack Overflow, Bluesky and more.

Quotable · copy freely

Averaged equally across 10 AI models, GitHub Actions is named in 0.3% of answers about ci/cd (2 of 10 name it).
Source: BackTalk AI Recommendation Standings, September 2026 · backtalk.sh/ai-recommends/ci-cd/2026-09
The 3 prompts behind these standings
  • ›What CI/CD should I use? (recommendation)
  • ›What are the best GitHub Actions alternatives? (alternatives)
  • ›Which CI/CD tool is best for a small team? (recommendation)

Each prompt is sampled several times per model per probe because answers vary run to run; 570 answers across 4 probe runs fed this month.