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Prompt · Commercial · Comparison

Which CI/CD vendors do analysts recommend?

In the latest run (Nov 3, 2026), GitLab was listed first by two of three engines (ChatGPT, Perplexity and Google AI Mode). The brands named most consistently were GitHub, GitLab and Harness.

CI/CDCommercialComparison Runs weekly

Tracked since Nov 3, 2026 · 1 weekly run · 3 responses · last run Nov 3 · next run Nov 9

Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run

Track this prompt
Top pick
listed first by 2 of 3 engines in the latest run
Brands named
16
+11
Answer volatility
—
needs a previous run

Who each engine recommends

Position of every brand named in the latest run.

BrandChatGPTPerplexityAI ModeMention rate
GitHub#3#1#7
100%
GitLabTop pick#1#2#1
100%
Harness#2#7#3
100%
CircleCI#4#3#9
100%
CloudBees#6#5#4
100%
Jenkins#7#4#5
100%
Azure DevOps#5#8#6
100%
Buildkite#8#6—
67%
Octopus Deploy#9—#8
67%
AWS CodePipeline#10#9—
67%
Google Cloud Build#12#10—
67%
AWS#11#11—
67%
Bitbucket Pipelines——#2
33%
Northflank—#12—
33%
Semaphore#13——
33%
Kubernetes#14——
33%

Responses

What each engine answered, and how the shortlist moved.

ChatGPT · run of Nov 3 · sentiment toward the top pick: ↑ Positive
  1. GitLab — As of November 2026, analyst research points to GitLab, Harness, GitHub Actions, CircleCI, Microsoft Azure DevOps, and CloudBees as some of the strongest CI/CD vendors to evaluate.
  2. Harness — As of November 2026, analyst research points to GitLab, Harness, GitHub Actions, CircleCI, Microsoft Azure DevOps, and CloudBees as some of the strongest CI/CD vendors to evaluate.
  3. GitHub — As of November 2026, analyst research points to GitLab, Harness, GitHub Actions, CircleCI, Microsoft Azure DevOps, and CloudBees as some of the strongest CI/CD vendors to evaluate.
  4. CircleCI — As of November 2026, analyst research points to GitLab, Harness, GitHub Actions, CircleCI, Microsoft Azure DevOps, and CloudBees as some of the strongest CI/CD vendors to evaluate.
  5. Azure DevOps — As of November 2026, analyst research points to GitLab, Harness, GitHub Actions, CircleCI, Microsoft Azure DevOps, and CloudBees as some of the strongest CI/CD vendors to evaluate.
  6. CloudBees — As of November 2026, analyst research points to GitLab, Harness, GitHub Actions, CircleCI, Microsoft Azure DevOps, and CloudBees as some of the strongest CI/CD vendors to evaluate.
  7. Jenkins — Enterprise Jenkins management and CI/CD.
  8. Buildkite
  9. Octopus Deploy
  10. AWS CodePipeline
  11. AWS
  12. Google Cloud Build
  13. Semaphore
  14. Kubernetes — Kubernetes and cloud-native support.

Citations

Sources the engines cited for this prompt.

SourceTypeCitationsCited by
constellationr.comWeb2ChatGPT, Perplexity
forrester.comAnalyst2ChatGPT, Google AI Mode
gartner.comAnalyst2ChatGPT, Google AI Mode
atlassian.comWeb1Google AI Mode
bestdevops.comWeb1Perplexity
gitlab.comBrand site · GitLab1Google AI Mode
gitnux.orgWeb1Perplexity
glotier.comWeb1Perplexity
northflank.comBrand site · Northflank1Perplexity
persistencemarketresearch.comWeb1Perplexity
q4cdn.comWeb1ChatGPT
testdevlab.comWeb1Perplexity
toolradar.comWeb1Perplexity
top10platforms.comWeb1Perplexity
trendxinsights.comWeb1Perplexity

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Cite as: SlateIndex, “Which CI/CD vendors do analysts recommend?”, https://slateindex.ai/prompt/which-ci-cd-vendors-do-analysts-recommend-ybymhiaqg6, data of Nov 3, 2026. Licence: CC BY 4.0.