# CI/CD platforms for enterprise 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 an enterprise B2B company. Page: https://www.gane.ai/index/it/developer/ci-cd-platforms/enterprise

**Standing:** GitLab CI/CD leads with 54% of first choices; verdict clear leader. 56 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [GitLab CI/CD](https://www.gane.ai/index/it/vendors/gitlab-ci-cd/index.md) | 54% | 5% | 81 |
| 2 | [GitHub Actions](https://www.gane.ai/index/it/vendors/github-actions/index.md) | 18% | 27% | 67 |
| 3 | [Azure DevOps](https://www.gane.ai/index/it/vendors/azure-devops/index.md) | 11% | 9% | 47 |
| 4 | [CircleCI](https://www.gane.ai/index/it/vendors/circleci/index.md) | 5% | 35% | 54 |
| 5 | [GitHub](https://www.gane.ai/index/it/vendors/github/index.md) | 4% | 15% | 13 |
| 6 | [Buildkite](https://www.gane.ai/index/it/vendors/buildkite/index.md) | 2% | 8% | 24 |
| 7 | [Azure Pipelines](https://www.gane.ai/index/it/vendors/azure-pipelines/index.md) | 2% | 5% | 19 |
| 8 | CloudBees CI | 2% | 19% | 16 |
| 10 | [Jenkins](https://www.gane.ai/index/it/vendors/jenkins/index.md) | 2% | 53% | 60 |
| 11 | [Harness](https://www.gane.ai/index/it/vendors/harness/index.md) | 0% | 10% | 30 |
| 12 | [Argo CD](https://www.gane.ai/index/it/vendors/argo-cd/index.md) | 0% | 19% | 16 |
| 15 | [JetBrains TeamCity](https://www.gane.ai/index/it/vendors/jetbrains-teamcity/index.md) | 0% | 20% | 15 |

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: Azure DevOps, GitLab CI/CD
- GPT-5.4 mini: GitHub Actions; alternatives Azure DevOps, GitLab CI/CD
- Gemini 3.5 Flash: GitHub Actions, GitLab CI/CD; alternatives Argo CD, Azure Pipelines, Harness Continuous Delivery & Integration
- Perplexity Sonar: GitLab CI/CD; alternatives Azure Pipelines, Buildkite, GitHub Actions, Jenkins
- Grok 4.20: GitLab CI/CD; alternatives Azure DevOps, Azure Pipelines, GitHub Actions
- Mistral Small: GitLab CI/CD; alternatives Azure DevOps, Buildkite, GitHub Actions
- DeepSeek V4 Flash: GitLab CI/CD; alternatives GitHub Actions
- Llama 4 Maverick: GitLab CI/CD; alternatives Azure DevOps, GitHub Actions
- Qwen 3.7 Flash: GitLab CI/CD; alternatives Azure Pipelines, Buildkite, GitHub Actions, Harness
- Kimi K2: GitHub Actions; alternatives Azure DevOps, GitLab CI/CD
- GLM 4.7 FlashX: GitLab CI/CD; alternatives Azure DevOps, CircleCI, GitHub Actions, Harness
- MiniMax M2.5: GitHub Actions, GitLab CI/CD; alternatives Bitbucket Pipelines, CircleCI, Jenkins
- GPT-6 Luna: GitHub Actions; alternatives Buildkite, GitLab CI/CD
- Muse Glimmer 30B: GitLab CI/CD; alternatives Azure Pipelines, GitHub Actions

## Sources the answers cite

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

- blog.jetbrains.com: 28 answers, 30 citations
- circleci.com: 22 answers, 29 citations
- accelq.com: 21 answers, 21 citations
- northflank.com: 17 answers, 18 citations
- augmentcode.com: 17 answers, 17 citations
- intersog.co.il: 15 answers, 15 citations
- docs.github.com: 14 answers, 23 citations
- github.com: 14 answers, 19 citations

Pages named in the most answers:

- https://blog.jetbrains.com/teamcity/2026/03/best-ci-tools (28 answers)
- https://accelq.com/blog/continuous-integration-tools (21 answers)
- https://augmentcode.com/tools/continuous-integration-tools (16 answers)
- https://intersog.co.il/blog/best-tools-for-automating-ci-cd-pipelines-in-devops (15 answers)
- https://northflank.com/blog/best-ci-cd-tools (15 answers)
- https://gane.ai/index/it/developer/ci-cd-platforms/enterprise (14 answers)
- https://ciopages.com/buyer-guides/ci-cd-pipeline (13 answers)
- https://vendorbenchmark.com/blog/ci-cd-platform-pricing-benchmark-comparison (12 answers)
- https://em360tech.com/top-10/top-enterprise-ci-cd-tools (10 answers)
- https://octopus.com/devops/ci-cd/ci-cd-tools-for-enterprise (9 answers)

## Warned against

- Jenkins: 32 of 60 labels negative. "here are the CI/CD platforms and approaches that large enterprises should approach with caution or avoid entirely:

## 1. Jenkins" (GLM 4.7 FlashX, negative prompt)
- CircleCI: 19 of 54 labels negative. "What to Avoid for Predictable Costs | CircleCI | Credit-based, per-minute billing ... unpredictable at enterprise scale" (DeepSeek V4 Flash, budget prompt)
- GitHub Actions: 18 of 67 labels negative. "What to Avoid for Predictable Costs ... Per-minute runner fees ($0.006/min+), plus the new platform fee adds metering uncertainty" (DeepSeek V4 Flash, budget prompt)
- Travis CI: 8 of 8 labels negative. "Travis CI has faded from most 2026 shortlists. It also has notable performance and capability gaps for enterprise use." (Claude Haiku 4.5, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: GitLab CI/CD at 54%.

- GitLab CI/CD: 42% to 54%, +12. Cleared the floor by 1 point · rank 1 of 48, unchanged.
- Buildkite: 11% to 2%, −9. Inside the floor by 2 points · rank 4 → 6 of 48.
- CircleCI: 0% to 5%, +5. Inside the floor by 6 points · rank 46 → 4 of 48.
- JetBrains TeamCity: 4% to 0%, −4. Inside the floor by 7 points · rank 5 → 15 of 48.
- CloudBees CI: 0% to 2%, +2. Inside the floor by 9 points · rank 14 → 8 of 48.
- Harness: 2% to 0%, −2. Inside the floor by 9 points · rank 7 → 11 of 48.
- GitHub Actions: 19% to 18%, −1. Inside the floor by 10 points · rank 2 of 48, unchanged.
- Azure DevOps: 11% to 11%, ±0. Inside the floor by 11 points · rank 3 of 48, unchanged.
- GitHub: 4% to 4%, ±0. Inside the floor by 11 points · rank 6 → 5 of 48.
- Azure Pipelines: 2% to 2%, ±0. Inside the floor by 11 points · rank 8 → 7 of 48.
- Jenkins: 2% to 2%, ±0. Inside the floor by 11 points · rank 11 → 10 of 48.
- Argo CD: 0% to 0%, ±0. Inside the floor by 11 points · rank 12 of 48, unchanged.

## 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.