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

Gane Index, September 2026 Edition. Asked as "CI/CD platform" and as "continuous integration and delivery tool", six framings each, to twelve models with search on, on behalf of a small B2B company. Page: https://www.gane.ai/index/it/developer/ci-cd-platforms/2026-09/smb

This is the permanent record of the September 2026 Edition, published September 17, 2026 and superseded since.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 93% of first choices; verdict clear leader. 44 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) | 93% | 3% | 68 |
| 2 | [GitLab CI/CD](https://www.gane.ai/index/it/vendors/gitlab-ci-cd/index.md) | 5% | 13% | 67 |
| 3 | [CircleCI](https://www.gane.ai/index/it/vendors/circleci/index.md) | 2% | 22% | 60 |
| 4 | [Buildkite](https://www.gane.ai/index/it/vendors/buildkite/index.md) | 0% | 6% | 16 |
| 5 | DeployHQ | 0% | 0% | 13 |
| 8 | [Bitbucket Pipelines](https://www.gane.ai/index/it/vendors/bitbucket-pipelines/index.md) | 0% | 31% | 13 |
| 14 | [Azure DevOps](https://www.gane.ai/index/it/vendors/azure-devops/index.md) | 0% | 36% | 11 |
| 39 | [JetBrains TeamCity](https://www.gane.ai/index/it/vendors/jetbrains-teamcity/index.md) | 0% | 40% | 10 |
| 53 | [Jenkins](https://www.gane.ai/index/it/vendors/jenkins/index.md) | 0% | 75% | 56 |

Rank is by share of first choices among all 53 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: CircleCI, GitHub Actions; alternatives GitLab CI/CD
- GPT-5.4 mini: GitHub Actions; alternatives Azure DevOps, CircleCI, GitLab CI/CD
- Gemini 3.5 Flash: GitHub Actions; alternatives CircleCI, GitLab CI/CD, Heroku, Railway
- Perplexity Sonar: GitHub Actions; alternatives CircleCI, DeployHQ, GitLab CI/CD, Semaphore
- Grok 4.20: GitHub Actions; alternatives CircleCI, GitLab CI/CD, Semaphore
- Mistral Small: GitHub Actions; alternatives GitLab CI/CD, Jenkins, JetBrains TeamCity
- DeepSeek V4 Flash: GitHub Actions; alternatives Azure DevOps, CircleCI, DeployHQ, GitLab CI/CD
- Llama 4 Maverick: GitHub Actions; alternatives DeployHQ
- Qwen 3.7 Flash: GitHub Actions; alternatives Azure DevOps, GitLab CI/CD
- Kimi K2: GitHub Actions; alternatives CircleCI, GitLab CI/CD, Jenkins
- GLM 4.7 FlashX: GitHub Actions; alternatives CircleCI, GitLab CI/CD
- MiniMax M2.5: GitHub Actions; alternatives CircleCI, GitLab CI/CD

## Sources the answers cite

59 of 72 answers came back with a source list, from 12 of 12 models. Sites named in the most answers:

- deployhq.com: 40 answers, 40 citations
- toolradar.com: 35 answers, 53 citations
- saaspedia.dev: 35 answers, 35 citations
- dev.to: 21 answers, 24 citations
- devopsness.com: 20 answers, 20 citations
- blog.jetbrains.com: 19 answers, 22 citations
- checkthat.ai: 18 answers, 19 citations
- devopsplatforms.com: 14 answers, 14 citations

Pages named in the most answers:

- https://deployhq.com/blog/best-ci-cd-software-top-10-tools-to-know-in-2025 (39 answers)
- https://saaspedia.dev/posts/best-ci-cd-platforms (35 answers)
- https://toolradar.com/blog/best-ci-cd-tools (30 answers)
- https://devopsness.com/blog/best-cicd-platforms (20 answers)
- https://checkthat.ai/answers/what-are-the-best-ci-cd-tools (17 answers)
- https://toolradar.com/best/ci-cd/for/small-businesses (17 answers)
- https://blog.jetbrains.com/teamcity/2026/03/best-ci-tools (15 answers)
- https://dev.to/_d7eb1c1703182e3ce1782/best-cicd-pipeline-for-small-teams-a-practical-2026-guide-2ad0 (15 answers)
- https://devopsplatforms.com/buying-guides/best-ci-cd-platforms (13 answers)
- https://awsquality.com/best-ci-cd-tools-what-the-data-actually-shows (11 answers)

## Warned against

- Jenkins: 42 of 56 labels negative. "Here are the platforms you should avoid... Why to Avoid/Caution: Jenkins requires a dedicated sysadmin-level skill set to manage." (Qwen 3.7 Flash, negative prompt)
- CircleCI: 13 of 60 labels negative. "heavy usage\u2011based pricing that can spiral (CircleCI, AWS CodeBuild, Azure Pipelines)" (MiniMax M2.5, negative prompt)
- GitLab CI/CD: 9 of 67 labels negative. "What to Avoid on a Tight Budget: GitLab Premium ... it can be a massive budget trap for growing small teams" (Gemini 3.5 Flash, budget prompt)
- Travis CI: 4 of 7 labels negative. "Avoid or be extra cautious with platforms that have a history of sudden pricing changes (Travis CI, GitLab Premium)" (MiniMax M2.5, negative prompt)

## Record

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