Single-Tenant LLM Hosting · A Buyer's Brief

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The buyer's resource for single-tenant AI infrastructure

Comparisons

Baseten vs Together AI

Side-by-side comparison of Baseten and Together AI 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 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

Baseten Together AI
Founded 2019 2022
Headquartered San Francisco, CA, USA San Francisco, CA, USA
Funding stage Series C Series B
Deployment options dedicated-endpoint single-tenant vpc self-hosted shared-api dedicated-endpoint single-tenant vpc
Hardware NVIDIA H100, NVIDIA A100, NVIDIA L40S, NVIDIA A10G 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-token for shared endpoints; dedicated capacity by GPU-hour Per-token for shared API; per-GPU-hour for dedicated endpoints
Starts from Pay-as-you-go (token-based) Free tier available; pay-as-you-go from cents per million tokens
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. 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 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 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 Baseten

self-hosted

Both

dedicated-endpointsingle-tenantvpc

Only Together AI

shared-api

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