# ZenML: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 2 categories by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/zenml

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 129 | 100% | 1 |
| [Workflow orchestration](https://www.gane.ai/index/it/it-data/workflow-orchestration/index.md) | 0% | 71 | 0% | 1 |

## And against it

- "Vulnerabilities were broken down for projects including Weave, ZenML, Deep Lake, Vanna.AI, and Mage AI" (Muse Glimmer 30B, ML platforms)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 1 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named ZenML, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- ai21.com: 1
- ajelix.com: 1
- cisa.gov: 1
- clickup.com: 1
- dagshub.com: 1
- daily.dev: 1
- datachannel.co: 1
- datalakehousehub.com: 1
- dataworkers.io: 1
- docs.aws.amazon.com: 1

### Pages cited

- https://ai21.com/knowledge/ai-data-privacy: 1
- https://ajelix.com/ai/workflow-orchestration-tools: 1
- https://cisa.gov/news-events/cybersecurity-advisories/aa26-251a: 1
- https://clickup.com/blog/ai-orchestration-tools: 1
- https://dagshub.com/blog/top-deep-learning-platforms: 1
- https://daily.dev/blog/orchestration-tools-for-developers: 1
- https://datachannel.co/blogs/top-7-data-orchestration-tools-2024: 1
- https://datalakehousehub.com/blog/orchestration-in-2026: 1

## In its own words

What ZenML's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: AI orchestration, on the infra you choose (https://zenml.io/)
- For: For teams running ML in production; for organizations at scale; for individuals and small teams (https://www.zenml.io/pricing)
- Price stated: Free; $999/month; Custom (https://www.zenml.io/pricing)
- Starting price: 999 (https://www.zenml.io/pricing)
- Free plan or trial: Start free (https://zenml.io/)
- Certifications: SOC 2 Type II, ISO 27001
- Hosting: your VPC, your own infrastructure, on your own infrastructure, on our SaaS or your own infrastructure
- Customers named: JetBrains, ADEO Leroy Merlin, Brevo, Cross Screen Media, HashiCorp, Zuiver.ai

## What it publishes

Every page zenml.io exposes, read 2026-09-29: 3736 addresses. By kind, pages and the last 90 days:

- blog: 210 pages, 7 in the last 90 days, latest 2026-09-28
- case study: 21 pages, 0 in the last 90 days, latest 2025-12-15
- webinar or virtual event: 4 pages, 0 in the last 90 days, latest undated
- conference or event: 4 pages, 0 in the last 90 days, latest undated
- report or ebook: 28 pages, 0 in the last 90 days, latest 2026-04-02
- comparison: 149 pages, 12 in the last 90 days, latest 2026-09-22
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- podcast or video: 14 pages, 0 in the last 90 days, latest 2022-07-07
- news or press: 8 pages, 0 in the last 90 days, latest 2025-10-27
- Recent: 2026-09-28 blog: Langfuse pricing https://www.zenml.io/blog/langfuse-pricing
- Recent: 2026-09-23 blog: Langsmith pricing https://www.zenml.io/blog/langsmith-pricing
- Recent: 2026-09-22 comparison: Langsmith vs arize https://www.zenml.io/blog/langsmith-vs-arize
- Recent: 2026-09-18 comparison: Opik vs langfuse https://www.zenml.io/blog/opik-vs-langfuse
- Recent: 2026-09-16 comparison: Braintrust vs langfuse https://www.zenml.io/blog/braintrust-vs-langfuse
- Recent: 2026-09-15 blog: Choosing a sandbox runtime for long lived coding agents https://www.zenml.io/blog/choosing-a-sandbox-runtime-for-long-lived-coding-agents

## 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.