CI/CD platforms for small business buyers
Asked as “CI/CD platform”, and as “continuous integration and delivery tool”, on behalf of a small B2B company. 44 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
93%
GitHub ActionsClear leader
93GitHub Actions05GitLab CI/CD02CircleCI
93% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the six products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All six head-to-head pages: the top four products, each against each
One product takes 93% of first choices here, so the chart would put eight markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Four products carry a negative rate above 25% in this category.
What they warned about
Nine of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Mistral Small and Llama 4 Maverick changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Jenkins75%
42 of 56 labels negative · 12 of 12 models · 14 hard 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
CircleCI22%
13 of 60 labels negative · 11 of 12 models · 1 hard negative
“heavy usage\u2011based pricing that can spiral (CircleCI, AWS CodeBuild, Azure Pipelines)” MiniMax M2.5, negative prompt
GitLab CI/CD13%
9 of 67 labels negative · 8 of 12 models · 1 hard 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 CI57%
4 of 7 labels negative · 4 of 12 models · 3 hard 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
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
59 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 687 links across 193 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · DeployHQ40 answers · 40 citations · 11 models
35 answers · 53 citations · 9 models
35 answers · 35 citations · 9 models
21 answers · 24 citations · 9 models
20 answers · 20 citations · 9 models
19 answers · 22 citations · 9 models
18 answers · 19 citations · 10 models
14 answers · 14 citations · 8 models
vendor site · CircleCI11 answers · 18 citations · 9 models
vendor site · Atlassian11 answers · 11 citations · 7 models
11 answers · 11 citations · 7 models
10 answers · 11 citations · 5 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
39 answers · 11 models
35 answers · 9 models
30 answers · 9 models
20 answers · 9 models
17 answers · 9 models
17 answers · 8 models
15 answers · 9 models
15 answers · 7 models
13 answers · 8 models
11 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best ci/cd platform”, “ci/cd platform”, “ci/cd platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| GitHub parent site GitHub Actions 93% | 93% | 181 | 1,500,000 | 31,479 | ||||
| GitLab gitlab.com GitLab CI/CD 5% | 5% | 186 | 90,500 | 4,844 | 603,028 company | $884 | 66 | 5 |
| CircleCI circleci.com | 2% | 140 | 4,400 | 207 | 133,932 | 24 | ||
| Buildkite buildkite.com | 0% | 57 | 3,600 | 98 | 3,563 | $477 | 0 | |
| DeployHQ deployhq.com | 0% | 1 | 260 | 1 | 13,215 | |||
| Semaphore semaphore.io | 0% | 23 | 33,100 | 1,294 | 12,064 | 2 | ||
| Vercel vercel.app | 0% | 16 | ||||||
| Bitbucket bitbucket.org Bitbucket Pipelines 0%, Bitbucket 0% | 0% | 181 | 33,100 | 1,560 | 22,601 | |||
| Drone CI drone.io | 0% | 9 | ||||||
| Render render.com | 0% | 27 | 90,500 | 20,866 | 84,662 | 19 |
Google's top ten for the three searches hold 16 sites; 2 of them are among the sites the models cited here (atlassian.com, blog.jetbrains.com). The first result for “best ci/cd platform” is reddit.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best CI/CD platform for a small B2B company?”Paraphrase“Which continuous integration and delivery tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top CI/CD platforms for a small team and how do they differ?”Budget-constrained“What is the best CI/CD platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a CI/CD platform. What should we look at?”Negative“Which CI/CD platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5CircleCI, GitHub Actionsagainst: JenkinsGitHub ActionsChangedGitHub Actionsagainst: CircleCI, JenkinsGitHub Actions, GitLab CI/CDagainst: Jenkinsno first choiceagainst: Jenkinsagainst: Bitbucket Pipelines, CloudBees CI, GitHub Actions, GitLab CI/CD, Jenkins, Nortal
One alternative
GitLab CI/CDTwo alternatives
CircleCI, GitLab CI/CDOne alternative
GitLab CI/CDOne alternative
CircleCIGPT-5.4 miniGitHub Actionsagainst: Bitbucket Pipelines, JenkinsGitHub ActionsHeldGitHub ActionsGitHub Actionsagainst: CircleCI, Jenkinsno first choiceagainst: CircleCI
Three alternatives
Azure DevOps, CircleCI, GitLab CI/CDTwo alternatives
CircleCI, GitLab CI/CDThree alternatives
Azure Pipelines, CircleCI, GitLab CI/CDTwo alternatives
Bitbucket Pipelines, GitLab CI/CDGemini 3.5 FlashGitHub Actionsagainst: JenkinsGitHub ActionsHeldagainst: JenkinsGitHub Actionsagainst: JenkinsGitHub Actionsagainst: GitLab CI/CDGitHub Actions, GitLab CI/CDagainst: Jenkinsagainst: AWS CodePipeline, CircleCI, GitLab CI/CD, Harness, Jenkins, Spinnaker, Travis CI
Six alternatives
CircleCI, GitLab CI/CD, Heroku, Railway, Render, VercelOne alternative
GitLab CI/CDFive alternatives
Bitbucket Pipelines, CircleCI, DeployHQ, GitLab CI/CD, VercelFive alternatives
CircleCI, Gitea, Ubicloud, WarpBuild, Woodpecker CIOne alternative
CircleCIPerplexity SonarGitHub ActionsGitHub ActionsHeldGitHub Actionsagainst: JenkinsGitHub Actionsagainst: Jenkinsno first choiceagainst: Azure Pipelines, Buildbot, CircleCI, GitLab CI/CD, Jenkins, Spinnaker, Tekton, Zuul
Four alternatives
CircleCI, DeployHQ, GitLab CI/CD, SemaphoreThree alternatives
AWS CodePipeline, GitLab CI/CD, SemaphoreThree alternatives
CircleCI, GitLab CI/CD, SemaphoreTwo alternatives
CircleCI, GitLab CI/CDGrok 4.20GitHub Actionsagainst: JenkinsGitHub ActionsHeldagainst: JenkinsGitHub Actionsagainst: JenkinsGitHub Actionsagainst: CircleCI, Jenkins, JetBrains TeamCity, SemaphoreGitHub Actionsagainst: Jenkinsagainst: Azure DevOps, Buildkite, GitLab CI/CD, Jenkins, JetBrains TeamCity
Three alternatives
CircleCI, GitLab CI/CD, SemaphoreTwo alternatives
CircleCI, GitLab CI/CDTwo alternatives
CircleCI, GitLab CI/CDOne alternative
GitLab CI/CDThree alternatives
Buildkite, CircleCI, GitLab CI/CDMistral SmallGitHub Actionsno first choiceChangedGitHub Actionsagainst: JenkinsGitHub Actionsno first choiceagainst: Argo Workflows, Codefresh, Harness, Jenkins, Tekton
Three alternatives
GitLab CI/CD, Jenkins, JetBrains TeamCityFour alternatives
Buildkite, CircleCI, GitLab CI/CD, SemaphoreTwo alternatives
DeployHQ, JenkinsDeepSeek V4 FlashGitHub ActionsGitHub ActionsHeldagainst: JenkinsGitHub Actionsagainst: CircleCIGitHub Actionsagainst: JenkinsGitHub Actionsagainst: Argo, GitLab CI/CD, Jenkins, Tektonagainst: Atlassian Bamboo, CircleCI, Jenkins, Spinnaker, Travis CI
Five alternatives
Azure DevOps, CircleCI, DeployHQ, GitLab CI/CD, JenkinsTwo alternatives
CircleCI, GitLab CI/CDOne alternative
GitLab CI/CDTwo alternatives
CircleCI, GitLab CI/CDTwo alternatives
Buildkite, CircleCILlama 4 MaverickGitHub Actionsno first choiceChangedGitHub ActionsGitHub Actionsagainst: CircleCI, GitLab CI/CD, JenkinsGitHub Actionsagainst: Azure DevOps, Jenkins, JetBrains TeamCity
One alternative
DeployHQFive alternatives
Buildkite, CircleCI, GitLab CI/CD, Jenkins, SemaphoreQwen 3.7 FlashGitHub Actionsagainst: JenkinsGitHub ActionsHeldGitHub Actionsagainst: JenkinsGitHub Actionsagainst: JenkinsGitHub Actionsagainst: Jenkinsagainst: AWS CodePipeline, Atlassian Bamboo, Azure DevOps, CircleCI, Jenkins, Travis CI
Two alternatives
Azure DevOps, GitLab CI/CDTwo alternatives
CircleCI, GitLab CI/CDTwo alternatives
CircleCI, GitLab CI/CDTwo alternatives
DeployHQ, GitLab CI/CDThree alternatives
CircleCI, GitLab CI/CD, Travis CIKimi K2GitHub ActionsGitHub ActionsHeldGitHub ActionsGitHub Actionsagainst: JenkinsGitHub Actionsagainst: CircleCI, GitHub Actions, GitLab CI/CD, Ionic Appflow, Jenkins, Microsoft App Center
Three alternatives
CircleCI, GitLab CI/CD, JenkinsTwo alternatives
CircleCI, GitLab CI/CDTwo alternatives
CircleCI, GitLab CI/CDThree alternatives
Bitbucket Pipelines, CircleCI, GitLab CI/CDThree alternatives
Buildkite, CircleCI, GitLab CI/CDGLM 4.7 FlashXGitHub Actionsagainst: JenkinsGitHub ActionsHeldagainst: JenkinsGitHub Actionsagainst: Harness, JenkinsGitHub Actionsagainst: Bitbucket PipelinesGitHub Actionsagainst: Azure DevOps, CircleCI, CloudBees CI, IBM UrbanCode, Jenkins, JetBrains TeamCity
Two alternatives
CircleCI, GitLab CI/CDOne alternative
GitLab CI/CDSix alternatives
Azure Pipelines, Bitbucket Pipelines, Buildkite, CircleCI, GitLab CI/CD, JetBrains TeamCityThree alternatives
Buildkite, GitLab CI/CD, JenkinsSix alternatives
Buildkite, GitLab CI/CD, Jenkins, Northflank, Porter, QoveryMiniMax M2.5GitHub Actionsagainst: JenkinsGitHub ActionsHeldGitHub Actionsagainst: JenkinsGitHub Actionsno first choiceagainst: AWS CodeBuild, Azure Pipelines, Bitbucket Pipelines, CircleCI, GitLab CI/CD, Travis CI
Two alternatives
CircleCI, GitLab CI/CDFour alternatives
Azure DevOps, CircleCI, GitLab CI/CD, JenkinsTwo alternatives
CircleCI, GitLab CI/CDTwo alternatives
GitLab CI/CD, JenkinsBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 07:40 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 07:25 | no | 0 | 8 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 07:48 | yes | 9 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 07:34 | yes | 19 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 07:47 | yes | 10 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 07:28 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 07:27 | yes | 8 | 12 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 07:34 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 07:28 | yes | 10 | 49 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 07:49 | yes | 14 | 33 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 07:48 | yes | 10 | 41 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 07:28 | yes | 9 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 07:35 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 07:25 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 07:32 | yes | 11 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 07:47 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 07:36 | yes | 13 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 07:34 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 07:38 | yes | 8 | 11 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 07:35 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 07:31 | yes | 5 | 46 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 07:33 | yes | 10 | 32 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 07:46 | yes | 10 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 07:42 | no | 0 | 68 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 07:22 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 07:29 | yes | 5 | 17 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 07:22 | yes | 11 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 07:44 | yes | 20 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 07:25 | yes | 14 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 07:43 | yes | 5 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 07:41 | yes | 10 | 10 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 07:43 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 07:32 | yes | 5 | 22 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 07:40 | yes | 10 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 07:34 | yes | 17 | 60 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 07:44 | yes | 5 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 07:36 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 07:38 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 07:29 | yes | 22 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 07:28 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 07:26 | yes | 15 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 07:35 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 07:32 | yes | 9 | 11 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 07:26 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 07:32 | yes | 5 | 41 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 07:21 | yes | 5 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 07:52 | yes | 15 | 421 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 07:23 | yes | 5 | 28 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 07:43 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 07:35 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 07:42 | yes | 11 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 07:43 | yes | 20 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 07:49 | yes | 14 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 07:21 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 07:36 | yes | 9 | 18 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 07:25 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 07:37 | no | 0 | 43 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 07:38 | yes | 10 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 07:32 | yes | 9 | 106 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 07:32 | no | 0 | 12 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 07:34 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 07:28 | yes | 5 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 07:43 | yes | 22 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 07:35 | yes | 20 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 07:38 | yes | 22 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 07:25 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 07:44 | yes | 35 | 25 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 07:34 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 07:45 | no | 0 | 42 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 07:38 | yes | 19 | 40 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 07:33 | yes | 28 | 41 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 07:41 | yes | 25 | 76 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
AWS CodePipeline / CodeBuild read as AWS CodePipeline
CloudBees read as CloudBees CI
GitLab read as GitLab CI/CD
GitLab CI read as GitLab CI/CD
GitLab CI (Premium/Ultimate) read as GitLab CI/CD
GitLab CI (SaaS) read as GitLab CI/CD
GitLab Premium read as GitLab CI/CD
GitLab self-managed read as GitLab CI/CD
Unresolved, counted raw
Appcircle
Blacksmith
Codeship
Copado
Envoyer
NX
Nortal
Ubicloud
WarpBuild
Zuul
Discontinued, still offered
No shut-down product was recommended here.