Together AI vs Modal
Side-by-side comparison of Together AI and Modal for single-tenant LLM hosting. Deployment options, compliance, pricing, and operational fit compared.
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.
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
| Together AI | Modal | |
|---|---|---|
| Founded | 2022 | 2021 |
| Headquartered | San Francisco, CA, USA | New York, NY, USA |
| Funding stage | Series B | Series A |
| Deployment options | shared-api dedicated-endpoint single-tenant vpc | dedicated-endpoint single-tenant vpc |
| Hardware | NVIDIA H100, NVIDIA H200, NVIDIA A100 | NVIDIA H100, NVIDIA A100, NVIDIA L40S, NVIDIA T4 |
| Compliance | SOC 2 Type II HIPAA-eligible GDPR | SOC 2 Type II HIPAA-eligible |
| Data residency | US, EU | US, EU |
| Pricing model | Per-token for shared API; per-GPU-hour for dedicated endpoints | Per-second on GPU-hour basis with separate CPU/memory billing |
| Starts from | Free tier available; pay-as-you-go from cents per million tokens | $30/month free tier credit; pay-as-you-go after |
| Sweet spot | 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. | 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 | Less specialised tooling than Baseten for production observability. Single-tenant available but not the same maturity for enterprise procurement workflows that Baseten offers. | 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 Together AI
shared-api
Both
dedicated-endpointsingle-tenantvpc
Only Modal
Nothing exclusive in this category.
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