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# Parasail

## Parasail

- [Welcome](https://docs.parasail.io/parasail-docs/readme.md): Parasail provides affordable, high-performance AI inference with shared Serverless, Elastic Endpoints, and Dedicated Instances.
- [Serverless](https://docs.parasail.io/parasail-docs/quickstart/serverless.md): Make your first serverless inference call in under two minutes using the OpenAI SDK.
- [Dedicated Instances](https://docs.parasail.io/parasail-docs/quickstart/dedicated.md): Deploy your own model on a dedicated GPU instance in a few minutes.
- [Serverless](https://docs.parasail.io/parasail-docs/products/overview.md): Our Serverless Service offers API based on Token Usage with Popular Models.
- [Models](https://docs.parasail.io/parasail-docs/products/overview/models.md): Available Serverless models and live token pricing for Parasail.
- [Model-specific Notes](https://docs.parasail.io/parasail-docs/products/overview/model-specific-notes.md): Model-specific Serverless parameters for DeepSeek V3.1, Qwen3.5, and GPT-OSS models on Parasail.
- [Responses API](https://docs.parasail.io/parasail-docs/products/overview/responses-api.md): Use the OpenAI Responses API for multi-turn, agentic workflows with built-in tool calling.
- [Dedicated Instances](https://docs.parasail.io/parasail-docs/products/overview-1.md): Deploy any Hugging Face model on a private GPU endpoint with full control over hardware, scaling, and latency.
- [Speculative Decoding](https://docs.parasail.io/parasail-docs/products/overview-1/speculative-decoding.md): Speed up dedicated models 1.5-2x by adding a draft model for speculative decoding on the same GPU.
- [Private HuggingFace Models](https://docs.parasail.io/parasail-docs/products/overview-1/private-hf-models.md): How to create a dedicated deployment for a private HuggingFace model
- [Management API](https://docs.parasail.io/parasail-docs/products/overview-1/management-api.md): Deploy, pause, resume, scale, and monitor dedicated endpoints programmatically with the Parasail REST API.
- [FP8 Quantization](https://docs.parasail.io/parasail-docs/products/overview-1/fp8-quantization.md): Quantize dedicated models to FP8 with llm-compressor to halve memory use and speed up inference with minimal accuracy loss.
- [Auto-Scaling](https://docs.parasail.io/parasail-docs/products/overview-1/auto-scaling.md): Configure auto-scaling for dedicated endpoints using max concurrent requests, target concurrency, and smoothing factor.
- [Elastic Endpoints](https://docs.parasail.io/parasail-docs/products/capacity.md): Dedicated GPU performance with per-token billing. Learn about Elastic Endpoints pricing, sales-led setup for selected models, and provisioned throughput.
- [Authentication](https://docs.parasail.io/parasail-docs/api-reference/authentication.md): API key creation, base URLs, and authentication for the Parasail API.
- [Chat Completions](https://docs.parasail.io/parasail-docs/api-reference/chat-completions.md): OpenAI-compatible chat completions API for
…

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