Modal vs Baseten
Side-by-side comparison of Modal and Baseten for single-tenant LLM hosting. Deployment options, compliance, pricing, and operational fit compared.
Pick Modal when…
Python-native teams who want infrastructure-as-code without YAML or Docker. Excellent for ML engineers building custom pipelines, fine-tuning workflows, or hybrid CPU/GPU jobs.
Pick Baseten when…
Production AI products at scale where latency, observability, and reliability matter as much as model quality. Particularly strong for teams whose AI is customer-facing and revenue-critical.
Side by side
Capabilities compared
| Modal | Baseten | |
|---|---|---|
| Founded | 2021 | 2019 |
| Headquartered | New York, NY, USA | San Francisco, CA, USA |
| Funding stage | Series A | Series C |
| Deployment options | dedicated-endpoint single-tenant vpc | dedicated-endpoint single-tenant vpc self-hosted |
| Hardware | NVIDIA H100, NVIDIA A100, NVIDIA L40S, NVIDIA T4 | NVIDIA H100, NVIDIA A100, NVIDIA L40S, NVIDIA A10G |
| Compliance | SOC 2 Type II HIPAA-eligible | SOC 2 Type II HIPAA-eligible |
| Data residency | US, EU | US, EU |
| Pricing model | Per-second on GPU-hour basis with separate CPU/memory billing | Per-token for shared endpoints; dedicated capacity by GPU-hour |
| Starts from | $30/month free tier credit; pay-as-you-go after | Pay-as-you-go (token-based) |
| Sweet spot | Python-native teams who want infrastructure-as-code without YAML or Docker. Excellent for ML engineers building custom pipelines, fine-tuning workflows, or hybrid CPU/GPU jobs. | Production AI products at scale where latency, observability, and reliability matter as much as model quality. Particularly strong for teams whose AI is customer-facing and revenue-critical. |
| Weakness | Less suited to teams that don't write Python. Dedicated/single-tenant options exist but the platform is most polished for the serverless flow. | Higher floor cost than commodity GPU clouds (RunPod, Modal) for hobby and early-stage workloads. Less suitable when raw GPU time is what you need. |
Where they diverge
Deployment differentiation
Only Modal
Nothing exclusive in this category.
Both
dedicated-endpointsingle-tenantvpc
Only Baseten
self-hosted
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