Modal vs Together AI
Side-by-side comparison of Modal and Together AI 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 Together AI when…
High-volume token consumption on open-source models where you need API simplicity but predictable cost economics. Best fit for AI product startups scaling past the hobby stage where Bedrock or OpenAI bills become uncomfortable.
Side by side
Capabilities compared
| Modal | Together AI | |
|---|---|---|
| Founded | 2021 | 2022 |
| Headquartered | New York, NY, USA | San Francisco, CA, USA |
| Funding stage | Series A | Series B |
| Deployment options | dedicated-endpoint single-tenant vpc | shared-api dedicated-endpoint single-tenant vpc |
| Hardware | NVIDIA H100, NVIDIA A100, NVIDIA L40S, NVIDIA T4 | NVIDIA H100, NVIDIA H200, NVIDIA A100 |
| Compliance | SOC 2 Type II HIPAA-eligible | SOC 2 Type II HIPAA-eligible GDPR |
| Data residency | US, EU | US, EU |
| Pricing model | Per-second on GPU-hour basis with separate CPU/memory billing | Per-token for shared API; per-GPU-hour for dedicated endpoints |
| Starts from | $30/month free tier credit; pay-as-you-go after | Free tier available; pay-as-you-go from cents per million tokens |
| 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. | High-volume token consumption on open-source models where you need API simplicity but predictable cost economics. Best fit for AI product startups scaling past the hobby stage where Bedrock or OpenAI bills become uncomfortable. |
| 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. | Less specialised tooling than Baseten for production observability. Single-tenant available but not the same maturity for enterprise procurement workflows that Baseten offers. |
Where they diverge
Deployment differentiation
Only Modal
Nothing exclusive in this category.
Both
dedicated-endpointsingle-tenantvpc
Only Together AI
shared-api
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