Baseten vs Modal
Side-by-side comparison of Baseten and Modal for single-tenant LLM hosting. Deployment options, compliance, pricing, and operational fit compared.
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.
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.
Side by side
Capabilities compared
| Baseten | Modal | |
|---|---|---|
| Founded | 2019 | 2021 |
| Headquartered | San Francisco, CA, USA | New York, NY, USA |
| Funding stage | Series C | Series A |
| Deployment options | dedicated-endpoint single-tenant vpc self-hosted | dedicated-endpoint single-tenant vpc |
| Hardware | NVIDIA H100, NVIDIA A100, NVIDIA L40S, NVIDIA A10G | NVIDIA H100, NVIDIA A100, NVIDIA L40S, NVIDIA T4 |
| Compliance | SOC 2 Type II HIPAA-eligible | SOC 2 Type II HIPAA-eligible |
| Data residency | US, EU | US, EU |
| Pricing model | Per-token for shared endpoints; dedicated capacity by GPU-hour | Per-second on GPU-hour basis with separate CPU/memory billing |
| Starts from | Pay-as-you-go (token-based) | $30/month free tier credit; pay-as-you-go after |
| Sweet spot | 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. | 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. |
| Weakness | 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. | Less suited to teams that don't write Python. Dedicated/single-tenant options exist but the platform is most polished for the serverless flow. |
Where they diverge
Deployment differentiation
Only Baseten
self-hosted
Both
dedicated-endpointsingle-tenantvpc
Only Modal
Nothing exclusive in this category.
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