# CI/CD platforms for small business buyers: what AI models recommend, October 2026

Gane Index, October 2026 Edition. Asked as "CI/CD platform" and as "continuous integration and delivery tool", six framings each, to fourteen models with search on, on behalf of a small B2B company. Page: https://www.gane.ai/index/it/developer/ci-cd-platforms/2026-10/smb

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/it/developer/ci-cd-platforms/smb/index.md

**Standing:** GitHub Actions leads with 75% of first choices; verdict clear leader. 60 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [GitHub Actions](https://www.gane.ai/index/it/vendors/github-actions/index.md) | 75% | 1% | 74 |
| 2 | [GitLab CI/CD](https://www.gane.ai/index/it/vendors/gitlab-ci-cd/index.md) | 15% | 13% | 76 |
| 3 | [CircleCI](https://www.gane.ai/index/it/vendors/circleci/index.md) | 5% | 19% | 67 |
| 7 | [Bitbucket Pipelines](https://www.gane.ai/index/it/vendors/bitbucket-pipelines/index.md) | 0% | 17% | 23 |
| 8 | [Buildkite](https://www.gane.ai/index/it/vendors/buildkite/index.md) | 0% | 19% | 16 |
| 32 | [JetBrains TeamCity](https://www.gane.ai/index/it/vendors/jetbrains-teamcity/index.md) | 0% | 45% | 11 |
| 36 | [Azure Pipelines](https://www.gane.ai/index/it/vendors/azure-pipelines/index.md) | 0% | 54% | 13 |
| 40 | [Travis CI](https://www.gane.ai/index/it/vendors/travis-ci/index.md) | 0% | 67% | 12 |
| 41 | [Jenkins](https://www.gane.ai/index/it/vendors/jenkins/index.md) | 0% | 85% | 61 |

Rank is by share of first choices among all 41 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: GitHub Actions; alternatives CircleCI, GitLab CI/CD
- GPT-5.4 mini: GitHub Actions; alternatives CircleCI, GitLab CI/CD
- Gemini 3.5 Flash: GitHub Actions; alternatives Bitbucket Pipelines, GitLab CI/CD, Railway, Render
- Perplexity Sonar: GitHub Actions; alternatives CircleCI, DeployHQ, Semaphore
- Grok 4.20: GitHub Actions; alternatives CircleCI, GitLab CI/CD
- Mistral Small: GitHub Actions, GitLab CI/CD; alternatives Buildkite, CircleCI
- DeepSeek V4 Flash: GitHub Actions; alternatives Bitbucket Pipelines, CircleCI, GitLab CI/CD
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: GitHub Actions, GitLab CI/CD; alternatives Bitbucket Pipelines
- Kimi K2: GitHub Actions; alternatives CircleCI, GitLab CI/CD
- GLM 4.7 FlashX: GitHub Actions; alternatives CircleCI, GitLab CI/CD, Jenkins
- MiniMax M2.5: GitHub Actions; alternatives GitLab CI/CD
- GPT-6 Luna: GitHub Actions; alternatives GitLab CI/CD
- Muse Glimmer 30B: GitHub Actions; alternatives CircleCI, GitLab CI/CD

## Sources the answers cite

68 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- blog.jetbrains.com: 42 answers, 53 citations
- dev.to: 25 answers, 32 citations
- deployhq.com: 25 answers, 25 citations
- toolradar.com: 22 answers, 29 citations
- atlassian.com: 21 answers, 24 citations
- thectoclub.com: 21 answers, 24 citations
- cloud.folio3.com: 19 answers, 19 citations
- drizz.dev: 17 answers, 17 citations

Pages named in the most answers:

- https://blog.jetbrains.com/teamcity/2026/03/best-ci-tools (41 answers)
- https://deployhq.com/blog/best-ci-cd-software-top-10-tools-to-know-in-2025 (25 answers)
- https://cloud.folio3.com/blog/ci-cd-tools-in-2024 (19 answers)
- https://drizz.dev/post/continuous-build-tools-compared-7-ci-cd-tools-and-how-to-pick-one (17 answers)
- https://atlassian.com/devops/devops-tools/cicd-tools (16 answers)
- https://dupple.com/learn/best-ci-cd-tools (15 answers)
- https://thectoclub.com/tools/best-ci-cd-tools (14 answers)
- https://toolradar.com/blog/best-ci-cd-tools (14 answers)
- https://toxigon.com/top-ci-cd-tools-for-small-teams (13 answers)
- https://checkthat.ai/answers/what-are-the-best-ci-cd-tools (12 answers)

## Warned against

- Jenkins: 52 of 61 labels negative. "Jenkins, Travis CI, and GitLab Premium may be platforms to avoid or be cautious about due to their complexity, pricing, and potential for sudden changes." (Llama 4 Maverick, negative prompt)
- CircleCI: 13 of 67 labels negative. "Known for heavy usage-based pricing that can spiral unexpectedly" (Mistral Small, negative prompt)
- GitLab CI/CD: 10 of 76 labels negative. "Jenkins, Travis CI, and GitLab Premium may be platforms to avoid or be cautious about due to their complexity, pricing, and potential for sudden changes." (Llama 4 Maverick, negative prompt)
- Travis CI: 8 of 12 labels negative. "Jenkins, Travis CI, and GitLab Premium may be platforms to avoid or be cautious about due to their complexity, pricing, and potential for sudden changes." (Llama 4 Maverick, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: GitHub Actions at 76%.

- GitHub Actions: 93% to 76%, −17. Cleared the floor by 6 points · rank 1 of 39, unchanged.
- GitLab CI/CD: 5% to 14%, +9. Inside the floor by 2 points · rank 2 of 39, unchanged.
- CircleCI: 2% to 6%, +4. Inside the floor by 7 points · rank 3 of 39, unchanged.
- DeployHQ: 0% to 2%, +2. Inside the floor by 9 points · rank 5 → 4 of 39.
- Bitbucket Pipelines: 0% to 0%, ±0. Inside the floor by 11 points · rank 8 → 6 of 39.
- Buildkite: 0% to 0%, ±0. Inside the floor by 11 points · rank 4 → 7 of 39.
- Azure DevOps: 0% to 0%, ±0. Inside the floor by 11 points · rank 14 → 12 of 39.
- JetBrains TeamCity: 0% to 0%, ±0. Inside the floor by 11 points · rank 39 → 24 of 39.
- Azure Pipelines: 0% to 0%, ±0. Inside the floor by 11 points · rank 36 of 39, unchanged.
- Travis CI: 0% to 0%, ±0. Inside the floor by 11 points · rank 50 → 38 of 39.
- Jenkins: 0% to 0%, ±0. Inside the floor by 11 points · rank 53 → 39 of 39.

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, October 2026 Edition, www.gane.ai/index/it.