Best CI/CD platforms
26 products named in 120 answers across 4 wordings
In nearly every answer
Contested
How often 10 AI models recommend Semaphore, what they say about it, and who they recommend instead, on the 1 buying question where it came up.
Share of each model's answers that named it, at any position · The black tick marks the panel average
Never named it: Claude Haiku 5.5 DeepSeek V4 Pro Kimi K3 Mistral Large 4
Tracked since October 25, 2026. Each time the panel answers these questions again, the change shows here.
Each model's one-line reason for recommending it, from its first answer
Fast, developer-friendly CI/CD with clean workflows and strong parallel execution.
Fast builds, clean UI, Docker layer caching
Each question's products ranked by the share of all answers that named them, Semaphore highlighted.
26 products named in 120 answers across 4 wordings
In nearly every answer
Contested
Share of each model's answers on the question that named it · Hover a cell for the count
| Question | Claude Haiku 5.5 | GPT-6 Luna | Gemini 4 Argon | Qwen 3.8 Flash | DeepSeek V4 Pro | GLM-5.3 | Kimi K3 | MiniMax M3 | Mistral Large 4 | Nemotron 3 Ultra |
|---|---|---|---|---|---|---|---|---|---|---|
| Best CI/CD platforms | 33 | 17 | 8 | 8 | 8 | 33 |
Share of answers that named it under each way of asking the question · Hover a cell for the exact wording
| Question | List request | Buyer asking for advice | Search query | Worth paying for? |
|---|---|---|---|---|
| Best CI/CD platforms | 13 | 30 |
Against the products named most often on the same questions
Work on Semaphore? Get it tracked every month on the questions your buyers ask, or email sales@modelocracy.com.