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

Gane Index, November 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/smb

**Standing:** GitHub Actions leads with 88% of first choices; verdict clear leader. 59 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) | 88% | 1% | 81 |
| 2 | [GitLab CI/CD](https://www.gane.ai/index/it/vendors/gitlab-ci-cd/index.md) | 8% | 6% | 79 |
| 3 | [CircleCI](https://www.gane.ai/index/it/vendors/circleci/index.md) | 3% | 12% | 68 |
| 4 | [Semaphore](https://www.gane.ai/index/it/vendors/semaphore/index.md) | 0% | 0% | 16 |
| 5 | [Buildkite](https://www.gane.ai/index/it/vendors/buildkite/index.md) | 0% | 13% | 23 |
| 6 | [Bitbucket Pipelines](https://www.gane.ai/index/it/vendors/bitbucket-pipelines/index.md) | 0% | 17% | 18 |
| 8 | [Azure Pipelines](https://www.gane.ai/index/it/vendors/azure-pipelines/index.md) | 0% | 33% | 18 |
| 23 | [Azure DevOps](https://www.gane.ai/index/it/vendors/azure-devops/index.md) | 0% | 38% | 16 |
| 47 | [Travis CI](https://www.gane.ai/index/it/vendors/travis-ci/index.md) | 0% | 77% | 13 |
| 48 | [Jenkins](https://www.gane.ai/index/it/vendors/jenkins/index.md) | 0% | 79% | 58 |

Rank is by share of first choices among all 48 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 CircleCI, GitLab CI/CD
- Gemini 3.5 Flash: GitHub Actions; alternatives Bitbucket Pipelines, CircleCI, GitLab CI/CD
- Perplexity Sonar: GitHub Actions; alternatives Bitbucket Pipelines, CircleCI, GitLab CI/CD, Semaphore
- Grok 4.20: GitHub Actions; alternatives GitLab CI/CD, Semaphore
- Mistral Small: GitHub Actions; alternatives GitLab CI/CD
- DeepSeek V4 Flash: GitHub Actions; alternatives CircleCI, GitLab CI/CD, Semaphore
- Llama 4 Maverick: GitHub Actions
- Qwen 3.7 Flash: GitHub Actions; alternatives CircleCI, GitLab CI/CD
- Kimi K2: GitHub Actions; alternatives Azure Pipelines, CircleCI, GitLab CI/CD, Semaphore
- GLM 4.7 FlashX: GitHub Actions, GitLab CI/CD; alternatives Azure Pipelines, CircleCI
- MiniMax M2.5: GitHub Actions, GitLab CI/CD; alternatives CircleCI, Semaphore
- GPT-6 Luna: GitHub Actions; alternatives CircleCI, GitLab CI/CD
- Muse Glimmer 30B: GitHub Actions; alternatives CircleCI, GitLab CI/CD

## Sources the answers cite

64 of 84 answers came back with a source list, from 13 of 14 models. Sites named in the most answers:

- toolradar.com: 25 answers, 37 citations
- dev.to: 22 answers, 38 citations
- blog.jetbrains.com: 22 answers, 25 citations
- circleci.com: 19 answers, 28 citations
- gane.ai/index: 18 answers, 21 citations
- intersog.co.il: 18 answers, 18 citations
- thectoclub.com: 15 answers, 15 citations
- github.com: 14 answers, 19 citations

Pages named in the most answers:

- https://blog.jetbrains.com/teamcity/2026/03/best-ci-tools (21 answers)
- https://gane.ai/index/it/developer/ci-cd-platforms/smb (18 answers)
- https://intersog.co.il/blog/best-tools-for-automating-ci-cd-pipelines-in-devops (18 answers)
- https://toolradar.com/best/ci-cd (18 answers)
- https://thectoclub.com/tools/best-ci-cd-tools (14 answers)
- https://toolradar.com/blog/best-ci-cd-tools (12 answers)
- https://circleci.com/pricing (11 answers)
- https://northflank.com/blog/best-ci-cd-tools (11 answers)
- https://opsmatters.com/posts/ci-cd-platforms-build-speed-costs (11 answers)
- https://awsquality.com/best-ci-cd-tools-what-the-data-actually-shows (10 answers)

## Warned against

- Jenkins: 46 of 58 labels negative. "*Avoid Jenkins if you have a tight budget and a small team*—Jenkins requires significant maintenance, server resources, and setup time." (Gemini 3.5 Flash, budget prompt)
- Harness: 8 of 9 labels negative. "can become a burden at small scale, requiring more attention than a small team can typically provide" (Mistral Small, negative prompt)
- Travis CI: 10 of 13 labels negative. "Travis CI: Market position has weakened significantly; many teams are migrating away." (Kimi K2, scale prompt)
- CircleCI: 8 of 68 labels negative. "Usage-priced CI if your build volume is hard to predict. CircleCI, for example, charges credits... That can work well, but estimate a typical month and a busy month before committing." (GPT-6 Luna, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: GitHub Actions at 88%.

- GitHub Actions: 75% to 88%, +13. Cleared the floor by 2 points · rank 1 of 48, unchanged.
- GitLab CI/CD: 15% to 8%, −7. Inside the floor by 4 points · rank 2 of 48, unchanged.
- CircleCI: 5% to 3%, −2. Inside the floor by 9 points · rank 3 of 48, unchanged.
- Semaphore: 0% to 0%, ±0. Inside the floor by 11 points · rank 11 → 4 of 48.
- Buildkite: 0% to 0%, ±0. Inside the floor by 11 points · rank 8 → 5 of 48.
- Bitbucket Pipelines: 0% to 0%, ±0. Inside the floor by 11 points · rank 7 → 6 of 48.
- Azure Pipelines: 0% to 0%, ±0. Inside the floor by 11 points · rank 36 → 8 of 48.
- Azure DevOps: 0% to 0%, ±0. Inside the floor by 11 points · rank 15 → 23 of 48.
- JetBrains TeamCity: 0% to 0%, ±0. Inside the floor by 11 points · rank 32 → 45 of 48.
- Travis CI: 0% to 0%, ±0. Inside the floor by 11 points · rank 40 → 47 of 48.
- Jenkins: 0% to 0%, ±0. Inside the floor by 11 points · rank 41 → 48 of 48.

## Record

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