Single-Tenant LLM Hosting · A Buyer's Brief

singletenant.ai

The buyer's resource for single-tenant AI infrastructure

Comparisons

Together AI vs Baseten

Side-by-side comparison of Together AI and Baseten 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 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

Together AI Baseten
Founded 2022 2019
Headquartered San Francisco, CA, USA San Francisco, CA, USA
Funding stage Series B Series C
Deployment options shared-api dedicated-endpoint single-tenant vpc dedicated-endpoint single-tenant vpc self-hosted
Hardware NVIDIA H100, NVIDIA H200, NVIDIA A100 NVIDIA H100, NVIDIA A100, NVIDIA L40S, NVIDIA A10G
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-token for shared endpoints; dedicated capacity by GPU-hour
Starts from Free tier available; pay-as-you-go from cents per million tokens Pay-as-you-go (token-based)
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. 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 specialised tooling than Baseten for production observability. Single-tenant available but not the same maturity for enterprise procurement workflows that Baseten offers. 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 Together AI

shared-api

Both

dedicated-endpointsingle-tenantvpc

Only Baseten

self-hosted

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