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Baseten vs Sail Research

Sail Research trades latency for 30 to 85% discounts on open models. Baseten optimizes for the fastest first token. They serve opposite ends of the speed curve.

By The Subconscious Team · Updated

Baseten vs Sail Research: key differences

Sail sells discounts for patience. Customers pick a completion window, priced against traditional providers: the default low-latency asap window costs 30 to 70% less, balanced 45 to 80% less, and off-peak flex 55 to 85% less. Its serving stack packs as much work as possible into each GPU. Baseten optimizes for the other metric, with the lowest measured time to first token on the Artificial Analysis board in August 2026. Sail's low-latency asap window carries its smallest discount, and voice, live chat and interactive UI are exactly where Baseten fits best. For a background agent that runs for hours without a human, Sail's discounts decide it.

The catalogs overlap on open models. Sail serves Kimi K2.6, GLM-5.3, GPT-OSS 120B, Qwen 3.6 and Gemma 4, plus customer LoRA fine-tunes, over OpenAI and Anthropic-compatible APIs. Baseten serves Kimi K3, GLM 5.3 and gpt-oss 120B on the same two API shapes. Sail adds Sailboxes, persistent compute for agents that run indefinitely. Baseten adds HIPAA, data residency and Truss deployments for non-LLM models. A single product could send user-facing turns to Baseten and overnight research jobs to Sail.

What Baseten and Sail Research do

Baseten

Baseten runs two products. Model APIs serve a curated set of about a dozen open models, including GLM 5.3, DeepSeek V4.1 Flash, DeepSeek V4 Pro 0813, Kimi K3 and gpt-oss 120B, over endpoints that speak both the OpenAI Chat Completions shape and the Anthropic Messages shape. That dual compatibility means an existing OpenAI or Claude SDK, or a coding agent, points at Baseten with a base URL change. Dedicated deployments take any model you package with the open-source Truss CLI and bill per GPU minute, with an H100 at about $6.50 an hour.

Example models: GLM 5.3, gpt-oss 120B

Full Baseten profile

Sail Research

Sail Research sells throughput over latency. Founders Neil Movva and Samir Menon built a serving stack that packs as much work as possible into every GPU, and customers state how long they can wait through completion windows. Its docs quote each window against traditional providers: the default asap window serves at low latency for 30 to 70% less, balanced for 45 to 80% less, and the off-peak flex window for 55 to 85% less. Batch requests default to flex, and LoRA and custom-tool requests default to balanced.

Example models: Kimi K2.6, GLM-5.3

Full Sail Research profile

Should you choose Baseten or Sail Research?

Baseten

Choose Baseten for

  • User-facing chat, voice and coding turns
  • Non-LLM custom models like speech and embeddings
  • Regulated workloads needing HIPAA

Sail Research

Choose Sail Research for

  • Background agents that can wait minutes per turn
  • Evals and offline research at deep discounts
  • Long-running agents that need persistent sandboxes

Baseten vs Sail Research at a glance

AttributeBasetenSail Research
Model accessOpen weights, about a dozen curatedOpen weights
Flagship modelsGLM 5.3, DeepSeek V4.1 Flash, Kimi K3, gpt-oss 120BKimi K2.6, GLM-5.3, GPT-OSS 120B
Speed0.49s TTFT, lowest measuredLow-latency default; slower windows cheaper
PriceH100 about $6.50/hr dedicated30–85% below other hosts by completion window
CustomizationDeploy any model with TrussCustomer LoRA fine-tunes
DeploymentModel APIs, dedicated, self-hostAPI plus Sailboxes
Long contextVaries by modelVaries by model

Frequently asked questions

What is the difference between Baseten and Sail Research?

Sail Research trades latency for 30 to 85% discounts on open models. Baseten optimizes for the fastest first token. They serve opposite ends of the speed curve.

When should I choose Baseten over Sail Research?

User-facing chat, voice and coding turns; Non-LLM custom models like speech and embeddings; Regulated workloads needing HIPAA.

When should I choose Sail Research over Baseten?

Background agents that can wait minutes per turn; Evals and offline research at deep discounts; Long-running agents that need persistent sandboxes.

Is Baseten or Sail Research cheaper?

Baseten: H100 about $6.50/hr dedicated. Sail Research: 30–85% below other hosts by completion window. The cheaper choice depends on the model and workload.

Which has more context, Baseten or Sail Research?

Baseten: Varies by model. Sail Research: Varies by model.

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