> For the complete documentation index, see [llms.txt](https://docs.parasail.io/parasail-docs/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.parasail.io/parasail-docs/products.md).

# Products

- [Serverless](https://docs.parasail.io/parasail-docs/products/overview.md): Our Serverless Service offers API based on Token Usage with Popular Models.
- [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.
- [Dedicated Serverless](https://docs.parasail.io/parasail-docs/products/capacity.md): Understand the concurrency limits and max requests per minute that govern autoscaling capacity on Dedicated Serverless endpoints.
- [Batch](https://docs.parasail.io/parasail-docs/products/quickstart.md): Get started with Parasail's Batch Processing through the UI or the OpenAI-compatible Python batch helper library.
- [Batch File Format](https://docs.parasail.io/parasail-docs/products/quickstart/file-format.md): Format batch input and output .jsonl files for Parasail's OpenAI-compatible Batch API.
- [Troubleshooting](https://docs.parasail.io/parasail-docs/products/quickstart/troubleshooting.md): Diagnose and fix common batch job failures, from JSONL validation errors to quota and authentication issues.
- [Image Generation](https://docs.parasail.io/parasail-docs/products/overview-2.md): Run diffusion models for batch image generation and editing with Parasail.