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Baseten vs Parasail
Parasail aggregates third-party GPUs for cheap batch on any Hugging Face model. Baseten runs a curated real-time stack with the lowest measured first token.
By The Subconscious Team · Updated
Baseten vs Parasail: key differences
Parasail owns no data centers. It rents GPUs from many hardware providers and sells them through one OpenAI-compatible API, with serverless, elastic, dedicated and batch options. Batch is its strength: any Hugging Face model, private repos included, at half of serverless pricing, with a 4B to 8B model at $0.03 in and $0.06 out per million at FP4. Baseten is built for real-time traffic instead. It posted a 0.49 second time to first token and routes requests with KV cache awareness, where Parasail designs around a 600ms p99 budget. Parasail's own downside is that consistency depends on whichever provider sits underneath.
Both host custom weights, by different routes. Parasail pulls straight from Hugging Face; Baseten packages models with Truss and bills per GPU minute. Parasail's commit-to-spend model lets one commitment draw down across any model or hardware, though reserved GPU pricing is quote-only. Baseten publishes an H100 at about $6.50 an hour and adds HIPAA, data residency and a 99.99% SLA, while Parasail signs ZDR and SLA agreements. Evals, embeddings and offline processing suit Parasail.
What Baseten and Parasail do
Baseten
Baseten runs two products. Model APIs serve a curated set of 13 open models, including DeepSeek V4, GLM 5.2, 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 5.2, gpt-oss 120B
Full Baseten profileParasail
Parasail calls itself the inference cloud for AI-native startups. Instead of owning data centers, it aggregates GPUs from many hardware providers and sells them through one OpenAI-compatible API. Customers choose serverless per-token endpoints, Elastic Endpoints that scale with traffic and bill only for tokens used, dedicated deployments with negotiated latency SLAs, or batch. Its commit-to-spend model lets one commitment draw down across any model or hardware.
Example models: GTE-Qwen2, Qwen3-VL-8B-Instruct
Full Parasail profileShould you choose Baseten or Parasail?
Baseten
Choose Baseten for
- Real-time agents where first-token latency matters
- HIPAA and data residency requirements
- Predictable performance on owned serving stacks
Parasail
Choose Parasail for
- Half-price batch on any Hugging Face model
- Evals, embeddings and offline data processing
- Flexible spend commitments across models and hardware
Baseten vs Parasail at a glance
| Attribute | Baseten | Parasail |
|---|---|---|
| Model access | Open weights, 13 curated | Any Hugging Face model |
| Flagship models | GLM 5.2, DeepSeek V4, Kimi K3, gpt-oss 120B | GTE-Qwen2, Qwen3-VL-8B-Instruct |
| Speed | 0.49s TTFT, lowest measured | 600ms p99 real-time budget |
| Price | H100 about $6.50/hr dedicated | Per-parameter rates; batch 50% off |
| Customization | Deploy any model with Truss | Private Hugging Face repos |
| Deployment | Model APIs, dedicated, self-host | Serverless, elastic, dedicated, batch |
| Long context | Varies by model | Varies by model |
Frequently asked questions
What is the difference between Baseten and Parasail?
Parasail aggregates third-party GPUs for cheap batch on any Hugging Face model. Baseten runs a curated real-time stack with the lowest measured first token.
When should I choose Baseten over Parasail?
Real-time agents where first-token latency matters; HIPAA and data residency requirements; Predictable performance on owned serving stacks.
When should I choose Parasail over Baseten?
Half-price batch on any Hugging Face model; Evals, embeddings and offline data processing; Flexible spend commitments across models and hardware.
Is Baseten or Parasail cheaper?
Baseten: H100 about $6.50/hr dedicated. Parasail: Per-parameter rates; batch 50% off. The cheaper choice depends on the model and workload.
Which has more context, Baseten or Parasail?
Baseten: Varies by model. Parasail: Varies by model.
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