ModalCloud infrastructure for teams that develop, train, and serve AI applications at scale.
vs
ZenMLAI orchestration, on the infra you choose
Comparison · MLOps Platforms · weekly run Nov 2
Modal vs ZenML
Which one do AI engines recommend, and how do they differ on price, fit and features?
The short answer
ZenML is the stronger AI pick in MLOps Platforms: it has a visibility score of 6 versus 1.3 for Modal.
Choose Modal if…
- You need HIPAA coverage
- You prefer a larger, established vendor (201–500 employees)
- Usage-based pricing suits your budget better than flat tiers
- Strong for scaling cutting-edge generative AI and multi-modal models
Choose ZenML if…
- You want the brand AI engines rank higher (6 vs 1.3)
- You want a lower entry price ($39 vs $250)
- You need ISO 27001 coverage
- Flat tiers pricing suits your budget better than usage-based
AI visibility side by side
Latest weekly run · Nov 2
| Metric | Modal | ZenML |
|---|---|---|
| Visibility score | 1.3% | 6% |
| Change vs last week | New | New |
| Rank in MLOps Platforms | #36 | #14 |
| Share of voice | 0.5% | 1.5% |
| Mentions this run | 3 | 11 |
| Positive in AI answers | — | 55% |
The stronger value in each row is marked with a ✓.
Visibility score trend
Weekly runs over the last 60 days
Modal 0pp · ZenML 0pp over 0 weekly runs.
Engine by engine
ZenML leads on 3 of 3 engines
ChatGPT
AI Mode
Perplexity
ModalZenML
Head to head in AI answers
0 engine answers name both brands
0Modal ranked higher
0ZenML ranked higher
Features, pricing & fit
| Dimension | Modal | ZenML |
|---|---|---|
| Pricing model | Usage-based | Flat tiers |
| Entry price | Free; paid from $250 / mo | Free; paid from $39 / mo |
| Free plan | Yes | Yes |
| Deployment | Serverless cloud capacity pooled from more than 20 cloud providers, with regions across the US, Europe, Asia Pacific and other areas. | Self-hosted open source, or ZenML's cloud. Enterprise runs on-prem or air-gapped in the customer's cloud, with data and compute staying in the customer's VPC. |
| Integrations | — | 66+ |
| Compliance | SOC 2 Type II, HIPAA | SOC 2 Type II, ISO 27001 |
| Support | Modal Community Slack on Starter and Team plans, Private Slack support and embedded ML engineering services on Enterprise | Community Slack, Email, Dedicated support with SLA on Enterprise, Workshops and architecture reviews on Enterprise |
| Founded | 2021 | 2021 |
| Headquarters | New York City, NY, United States | Munich, Germany |
| Employees | 201–500 | 11–50 |
| Funding | Series D · $1200M raised | Seed extension · $6M raised |
| Best for | Startups, independent developers and larger teams that run GPU inference, fine-tuning or agent sandboxes and want to pay only for compute used. | Data science and ML engineering teams that want pipelines and AI agents run on their own infrastructure, and agent teams that want to find the evals they are missing. |
Plans side by side
Pros and cons
Themes from the AI answers that mention each brand
Modal
- Strong for scaling cutting-edge generative AI and multi-modal models
ZenML
- Free and fully transparent open-source option
- Open-source and Kubernetes-native MLOps tool
- Recommended starting point for MLOps lifecycle coverage
- Among the strongest MLOps platform alternatives
Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run
Cite as: SlateIndex, “Modal vs ZenML”, https://slateindex.ai/compare/modal-vs-zenml, data of Nov 2, 2026. Licence: CC BY 4.0.