# parasail.io > AI-optimized mirror of parasail.io containing 171 pages totalling 90,708 words of clean markdown content, structured data, and semantic HTML. Original source: https://parasail.io. Last updated: 2026-07-18T07:45:47.632Z. Each page is available as HTML (with JSON-LD structured data) and Markdown (text-only, ideal for LLMs and RAG). ## Homepage - [ Parasail AI | Trust Center ](/content/trust/index.html) (974 words) - [docs/index.html](/content/docs/index.html) (383 words) - [Parasail](/content/saas/index.html): The best price and performance, powered by the surging abundance of GPU compute (19 words) - [Parasail — The Inference Cloud for AI-native startups](/content/site-root.html): The managed inference partner for AI companies at every stage. Dedicated GPU capacity on flexible token-based billing, frontier model access, and MLOps support from day one. (693 words) ## Articles & Blog Posts - [ Parasail AI | Trust Center ](/content/trust/monitoring/index.html) (1,435 words) - [docs/parasail-docs/guides/multi-modal-md.html](/content/docs/parasail-docs/guides/multi-modal-md.html) (2,047 words) - [docs/parasail-docs/products/quickstart/file-format-md.html](/content/docs/parasail-docs/products/quickstart/file-format-md.html) (908 words) - [docs/parasail-docs/guides/tool-function-calling-md.html](/content/docs/parasail-docs/guides/tool-function-calling-md.html) (761 words) - [docs/parasail-docs/api-reference/chat-completions-md.html](/content/docs/parasail-docs/api-reference/chat-completions-md.html) (708 words) - [docs/parasail-docs/products/overview-2-md.html](/content/docs/parasail-docs/products/overview-2-md.html) (648 words) - [Parasail](/content/docs/pages/sqlkm6h1fbnmbaoeaj2z/index.html) (25 words) - [docs/parasail-docs/billing/index.html](/content/docs/parasail-docs/billing/index.html) (632 words) - [Parasail](/content/docs/pages/8hnw6po2bj1dutmh0v2j/index.html) (10 words) - [Parasail](/content/docs/pages/cqvfba1p7r5p7nffbcnl/index.html) (24 words) - [Parasail](/content/docs/pages/abuapwxu9zdfeiguknsk/index.html) (27 words) - [Parasail](/content/docs/pages/vht8h5rirxpprne4jhm0/index.html) (26 words) - [docs/parasail-docs/products/overview-1-md.html](/content/docs/parasail-docs/products/overview-1-md.html) (790 words) - [Parasail](/content/docs/pages/vgtskmx1uuyztukwy1wk/index.html) (10 words) - [Parasail](/content/docs/pages/orpz7zrehyxxzse9lb3u/index.html) (10 words) - [Parasail](/content/docs/pages/0yemhiehtuwywjbrhp0l/index.html) (23 words) - [Parasail](/content/docs/pages/awbbaik6tixqrbqzxem9/index.html) (22 words) - [Parasail](/content/docs/pages/uciheoaxpyrzmc3qq7xw/index.html) (10 words) - [Parasail](/content/docs/pages/axpjhrjh9bghtkexfq2q/index.html) (10 words) - [docs/parasail-docs/billing/pricing-md.html](/content/docs/parasail-docs/billing/pricing-md.html) (660 words) - [Parasail](/content/docs/pages/9nzgg4p8md9scd9ncjmk/index.html) (10 words) - [Parasail](/content/docs/pages/dvvsrglfpyam2uxdi8gw/index.html) (23 words) - [Parasail](/content/docs/pages/51if2lvdw8bheijbfimj/index.html) (10 words) - [docs/parasail-docs/guides/model-recommendations-md.html](/content/docs/parasail-docs/guides/model-recommendations-md.html) (622 words) - [docs/parasail-docs/operate-in-production/retries-and-idempotency-md.html](/content/docs/parasail-docs/operate-in-production/retries-and-idempotency-md.html) (611 words) - [docs/parasail-docs/security-and-account-management/account-api-keys-md.html](/content/docs/parasail-docs/security-and-account-management/account-api-keys-md.html) (482 words) - [Page not found — Parasail](/content/legal/terms/index.html): The page you're looking for doesn't exist or may have moved. (15 words) - [docs/parasail-docs/use-cases/chat-text-generation-md.html](/content/docs/parasail-docs/use-cases/chat-text-generation-md.html) (187 words) - [docs/parasail-docs/api-reference/responses-api-md.html](/content/docs/parasail-docs/api-reference/responses-api-md.html) (511 words) - [docs/parasail-docs/use-cases/agents-tool-calling-md.html](/content/docs/parasail-docs/use-cases/agents-tool-calling-md.html) (238 words) - [docs/parasail-docs/security-and-account-management/overview-md.html](/content/docs/parasail-docs/security-and-account-management/overview-md.html) (407 words) - [docs/parasail-docs/use-cases/rag-embeddings-md.html](/content/docs/parasail-docs/use-cases/rag-embeddings-md.html) (166 words) - [docs/parasail-docs/products/overview-1/management-api-md.html](/content/docs/parasail-docs/products/overview-1/management-api-md.html) (2,430 words) - [docs/parasail-docs/products/overview-1/private-hf-models-md.html](/content/docs/parasail-docs/products/overview-1/private-hf-models-md.html) (200 words) - [docs/parasail-docs/guides/rag-md.html](/content/docs/parasail-docs/guides/rag-md.html) (1,259 words) - [docs/parasail-docs/products/quickstart/troubleshooting-md.html](/content/docs/parasail-docs/products/quickstart/troubleshooting-md.html) (1,017 words) - [docs/parasail-docs/products/overview/responses-api-md.html](/content/docs/parasail-docs/products/overview/responses-api-md.html) (724 words) - [docs/parasail-docs/products/quickstart-md.html](/content/docs/parasail-docs/products/quickstart-md.html) (1,221 words) - [docs/parasail-docs/products/overview-1/speculative-decoding-md.html](/content/docs/parasail-docs/products/overview-1/speculative-decoding-md.html) (325 words) - [docs/parasail-docs/products/overview/model-specific-notes-md.html](/content/docs/parasail-docs/products/overview/model-specific-notes-md.html) (503 words) - [docs/parasail-docs/use-cases/batch-processing-md.html](/content/docs/parasail-docs/use-cases/batch-processing-md.html) (222 words) - [Batch File Format | Parasail](/content/docs/parasail-docs/products/quickstart/file-format/index.html): Format batch input and output .jsonl files for Parasail's OpenAI-compatible Batch API. (855 words) - [docs/parasail-docs/products/overview-1/fp8-quantization-md.html](/content/docs/parasail-docs/products/overview-1/fp8-quantization-md.html) (183 words) - [Responses API | Parasail](/content/docs/parasail-docs/products/overview/responses-api/index.html): Use the OpenAI Responses API for multi-turn, agentic workflows with built-in tool calling. (708 words) - [docs/parasail-docs/guides/index.html](/content/docs/parasail-docs/guides/index.html) (557 words) - [Model-specific Notes | Parasail](/content/docs/parasail-docs/products/overview/model-specific-notes/index.html): Model-specific Serverless parameters for DeepSeek V3.1, Qwen3.5, and GPT-OSS models on Parasail. (526 words) - [docs/parasail-docs/guides/chat-completions-md.html](/content/docs/parasail-docs/guides/chat-completions-md.html) (563 words) - [docs/parasail-docs/api-reference/embeddings-md.html](/content/docs/parasail-docs/api-reference/embeddings-md.html) (399 words) - [docs/parasail-docs/api-reference/models-endpoint-md.html](/content/docs/parasail-docs/api-reference/models-endpoint-md.html) (288 words) - [docs/parasail-docs/products/capacity-md.html](/content/docs/parasail-docs/products/capacity-md.html) (653 words) - [docs/parasail-docs/quickstart/dedicated-md.html](/content/docs/parasail-docs/quickstart/dedicated-md.html) (275 words) - [docs/parasail-docs/quickstart/batch-md.html](/content/docs/parasail-docs/quickstart/batch-md.html) (262 words) - [docs/parasail-docs/operate-in-production/limits-and-quotas-md.html](/content/docs/parasail-docs/operate-in-production/limits-and-quotas-md.html) (213 words) - [docs/parasail-docs/api-reference/batch-api-md.html](/content/docs/parasail-docs/api-reference/batch-api-md.html) (238 words) - [docs/parasail-docs/products/overview-md.html](/content/docs/parasail-docs/products/overview-md.html) (275 words) - [docs/parasail-docs/api-reference/billing-api-md.html](/content/docs/parasail-docs/api-reference/billing-api-md.html) (1,017 words) - [Management API | Parasail](/content/docs/parasail-docs/products/overview-1/management-api/index.html): Deploy, pause, resume, scale, and monitor dedicated endpoints programmatically with the Parasail REST API. (1,645 words) - [docs/parasail-docs/guides/structured-output-md.html](/content/docs/parasail-docs/guides/structured-output-md.html) (721 words) - [Private HuggingFace Models | Parasail](/content/docs/parasail-docs/products/overview-1/private-hf-models/index.html): How to create a dedicated deployment for a private HuggingFace model (205 words) - [Troubleshooting | Parasail](/content/docs/parasail-docs/products/quickstart/troubleshooting/index.html): Diagnose and fix common batch job failures, from JSONL validation errors to quota and authentication issues. (1,032 words) - [Speculative Decoding | Parasail](/content/docs/parasail-docs/products/overview-1/speculative-decoding/index.html): Speed up dedicated models 1.5-2x by adding a draft model for speculative decoding on the same GPU. (324 words) - [RAG | Parasail](/content/docs/parasail-docs/guides/rag/index.html): Build Retrieval-Augmented Generation systems that combine embeddings, vector retrieval, and LLM generation on Parasail. (1,259 words) - [Batch Processing at Scale | Parasail](/content/docs/parasail-docs/use-cases/batch-processing/index.html): Process large volumes of LLM inferences, embeddings, and multimodal inputs at scale with Parasail Batch. (231 words) - [docs/parasail-docs/products/index.html](/content/docs/parasail-docs/products/index.html) (274 words) - [Billing API | Parasail](/content/docs/parasail-docs/api-reference/billing-api/index.html): Programmatically retrieve invoices, real-time month-to-date spend, and hourly or daily usage breakdowns with the Parasail Billing API. (806 words) - [FP8 Quantization | Parasail](/content/docs/parasail-docs/products/overview-1/fp8-quantization/index.html): Quantize dedicated models to FP8 with llm-compressor to halve memory use and speed up inference with minimal accuracy loss. (184 words) - [Batch | Parasail](/content/docs/parasail-docs/products/quickstart/index.html): Get started with Parasail's Batch Processing through the UI or the OpenAI-compatible Python batch helper library. (1,063 words) - [docs/parasail-docs/api-reference/index.html](/content/docs/parasail-docs/api-reference/index.html) (195 words) - [docs/parasail-docs/products/overview-1/auto-scaling-md.html](/content/docs/parasail-docs/products/overview-1/auto-scaling-md.html) (191 words) - [docs/parasail-docs/operate-in-production/index.html](/content/docs/parasail-docs/operate-in-production/index.html) (251 words) - [Multi-Modal | Parasail](/content/docs/parasail-docs/guides/multi-modal/index.html): Send images to vision-language models like Qwen2.5-VL using base64 data URLs through Parasail's OpenAI-compatible API. (792 words) - [Chat Completions | Parasail](/content/docs/parasail-docs/api-reference/chat-completions/index.html): OpenAI-compatible chat completions API for serverless and dedicated model inference. (700 words) - [docs/parasail-docs/llms-txt.html](/content/docs/parasail-docs/llms-txt.html) (663 words) - [Image Generation | Parasail](/content/docs/parasail-docs/products/overview-2/index.html): Run diffusion models for batch image generation and editing with Parasail. (634 words) - [Structured Output | Parasail](/content/docs/parasail-docs/guides/structured-output/index.html): Get reliable, schema-conformant JSON from Parasail models using guided_json and response_format. (722 words) - [Tool/Function Calling | Parasail](/content/docs/parasail-docs/guides/tool-function-calling/index.html): Let Parasail models call your functions and tools via the Chat Completions and Responses APIs. (704 words) - [docs/parasail-docs/api-reference/parameters-md.html](/content/docs/parasail-docs/api-reference/parameters-md.html) (325 words) - [Chat and Text Generation | Parasail](/content/docs/parasail-docs/use-cases/chat-text-generation/index.html): Build chatbots, assistants, and text generation pipelines with Parasail's OpenAI-compatible API. (153 words) - [Pricing | Parasail](/content/docs/parasail-docs/billing/pricing/index.html): Understand Parasail pricing across the Serverless per-token, Dedicated per-GPU-hour, and Batch discounted per-token tiers. (633 words) - [Model Selection | Parasail](/content/docs/parasail-docs/guides/model-recommendations/index.html): Choose Parasail models by capability, deployment tier, latency, cost, and validation workflow instead of relying on stale static rankings. (628 words) - [docs/parasail-docs/operate-in-production/overview-md.html](/content/docs/parasail-docs/operate-in-production/overview-md.html) (260 words) - [Retries and Idempotency | Parasail](/content/docs/parasail-docs/operate-in-production/retries-and-idempotency/index.html): Handle 429 responses and transient errors with exponential backoff, sensible timeouts, and safe retries against the Parasail API. (622 words) - [Account and API Keys | Parasail](/content/docs/parasail-docs/security-and-account-management/account-api-keys/index.html): Manage Parasail organizations, account access, and read-only API keys. (452 words) - [docs/parasail-docs/readme-md.html](/content/docs/parasail-docs/readme-md.html) (434 words) - [Agents and Tool Calling | Parasail](/content/docs/parasail-docs/use-cases/agents-tool-calling/index.html): Build agentic workflows with function calling, multi-step reasoning, and tool use on Parasail. (222 words) - [docs/parasail-docs/api-reference/authentication-md.html](/content/docs/parasail-docs/api-reference/authentication-md.html) (235 words) - [Responses API | Parasail](/content/docs/parasail-docs/api-reference/responses-api/index.html): Responses API reference for multi-turn agentic workflows with tool calling on the new gateway. (488 words) - [RAG and Embeddings | Parasail](/content/docs/parasail-docs/use-cases/rag-embeddings/index.html): Build retrieval-augmented generation (RAG) pipelines and vector search systems with Parasail embeddings. (142 words) - [Security Overview | Parasail](/content/docs/parasail-docs/security-and-account-management/overview/index.html): A security and account-management entry point for Parasail data handling, privacy, compliance, and API-key controls. (349 words) - [Chat Completions | Parasail](/content/docs/parasail-docs/guides/chat-completions/index.html): Send chat messages to instruct-tuned models with Parasail's OpenAI-compatible Chat Completions API. (558 words) - [docs/parasail-docs/quickstart/serverless-md.html](/content/docs/parasail-docs/quickstart/serverless-md.html) (141 words) - [Embeddings | Parasail](/content/docs/parasail-docs/api-reference/embeddings/index.html): Embeddings API for generating vector representations of text using open-source models. (376 words) - [Models Endpoint | Parasail](/content/docs/parasail-docs/api-reference/models-endpoint/index.html): List available models on the Parasail platform using the /v1/models endpoint. (288 words) - [Limits and Quotas | Parasail](/content/docs/parasail-docs/operate-in-production/limits-and-quotas/index.html): Rate limits, GPU quotas, and quota increase guidance for Parasail production workloads. (224 words) - [Dedicated Instances | Parasail](/content/docs/parasail-docs/quickstart/dedicated/index.html): Deploy your own model on a dedicated GPU instance in a few minutes. (292 words) - [Batch Processing | Parasail](/content/docs/parasail-docs/quickstart/batch/index.html): Submit your first batch job in five lines of Python. Batch processing is 50% off serverless pricing. (274 words) - [Dedicated Serverless | Parasail](/content/docs/parasail-docs/products/capacity/index.html): Understand the concurrency limits and max requests per minute that govern autoscaling capacity on Dedicated Serverless endpoints. (654 words) - [Batch API | Parasail](/content/docs/parasail-docs/api-reference/batch-api/index.html): OpenAI-compatible Batch API reference for Parasail batch processing. (214 words) - [Authentication | Parasail](/content/docs/parasail-docs/api-reference/authentication/index.html): API key creation, base URLs, and authentication for the Parasail API. (222 words) - [Serverless | Parasail](/content/docs/parasail-docs/products/overview/index.html): Our Serverless Service offers API based on Token Usage with Popular Models. (274 words) - [Serverless | Parasail](/content/docs/parasail-docs/quickstart/serverless/index.html): Make your first serverless inference call in under two minutes using the OpenAI SDK. (154 words) - [Parasail](/content/docs/parasail-docs/billing/billing-and-payments/index.html) (25 words) - [Auto-Scaling | Parasail](/content/docs/parasail-docs/products/overview-1/auto-scaling/index.html): Configure auto-scaling for dedicated endpoints using max concurrent requests, target concurrency, and smoothing factor. (190 words) - [Parameters | Parasail](/content/docs/parasail-docs/api-reference/parameters/index.html): Sampling parameters for the Parasail chat completions and text completions APIs. (312 words) - [Overview | Parasail](/content/docs/parasail-docs/operate-in-production/overview/index.html): Run Parasail in production with rate-limit handling, quota planning, dedicated scaling, batch operations, and safe retries. (221 words) - [Privacy Policy for Parasail AI](/content/saas/assets/privacy-policy-html.html) (2,391 words) - [Welcome | Parasail](/content/docs/parasail-docs/index.html): Parasail provides affordable, high-performance cloud GPUs for running demanding AI workloads—serverless inference, dedicated instances, and batch processing. (387 words) - [Privacy Policy for Parasail AI](/content/saas/assets/about-html.html) (541 words) - [Parasail](/content/saas/pricing/index-2.html): The best price and performance, powered by the surging abundance of GPU compute (471 words) - [Terms of Service — Parasail](/content/legal/terms-of-service/index.html): The terms governing your access to and use of the Parasail platform. (6,216 words) - [Making an EAGLE fly: How We Got 2.6x Faster LLM Inference (Without Cheating) — Parasail Blog](/content/blogs/making-an-eagle-fly-how-we-got-2-6x-faster-llm-inference-without-cheating.html): We trained a custom EAGLE-3 speculative decoding head for OLMo-3.1-32B-Think and got 2.6x faster inference. (4,255 words) - [Models — Parasail](/content/models/index.html): Explore all models available on the Parasail inference cloud — from flagship LLMs to vision, coding, and embedding models. (812 words) - [Privacy Policy — Parasail](/content/legal/privacy-policy/index.html): How Parasail collects, uses, and protects your personal data. (3,809 words) - [Pricing — Parasail](/content/pricing/index.html): The managed inference partner for AI companies at every stage. Dedicated GPU capacity on flexible token-based billing, frontier model access, and MLOps support from day one. (553 words) - [MiniMax M2.5 — MiniMax | Parasail](/content/models/minimax-m25/index.html): Cost-effective large model with strong general capabilities and long context. (274 words) - [Kimi K2.6 — Moonshot | Parasail](/content/models/kimi-k26/index.html): Strong reasoning model with excellent long-context understanding. (197 words) - [Beyond the frontier: How to build a defensible AI inference infrastructure — Parasail Blog](/content/blogs/defensible-ai-inference-infrastructure/index.html): Closed model dependency is becoming structural liability. Here's the framework for building a reliable AI inference architecture. (2,207 words) - [Mistral Small 3.2 24B — Mistral | Parasail](/content/models/mistral-small-32/index.html): Mistral’s efficient model — excellent for high-volume, latency-sensitive workloads. (282 words) - [Most inference commits are broken. Here's how we fixed ours. — Parasail Blog](/content/blogs/inference-commits-are-broken/index.html): Most inference commits lock you to hardware you'll outgrow and a model you'll want to swap. We structured Parasail's commit around dollars of inference, not a SKU, so it flexes as your usage and the frontier change. (1,378 words) - [Skyfall 31B v4.2 — Skyfall | Parasail](/content/models/skyfall-31b-v42/index.html): Fine-tuned model optimized for creative writing and conversational tasks. (276 words) - [How to choose the right managed inference architecture: Serverless, dedicated, dedicated serverless, or batch — Parasail Blog](/content/blogs/how-to-choose-the-right-inference-architecture/index.html): Use this decision framework to choose the right managed inference mode based on latency requirements, GPU breakeven utilization, and whether your workload needs a dedicated endpoint. (1,422 words) - [Trinity Large (Thinking) — Trinity | Parasail](/content/models/trinity-large-thinking/index.html): Reasoning-focused model with extended thinking for complex problem-solving. (208 words) - [Making Cold Start Latencies go Brrrr: A Multi-pronged Approach (Part 1) — Parasail Blog](/content/blogs/making-cold-start-latencies-go-brrrr-a-multi-pronged-approach.html): We walk through how we combined fastsafetensors, O_DIRECT, and io_uring to get fast cold-starts and fast warm-starts on the same stack. (1,168 words) - [Skyfall 36B v2 — Skyfall | Parasail](/content/models/skyfall-36b-v2/index.html): Fine-tuned model with enhanced instruction-following and creative output. (215 words) - [Qwen3.6 35B-A3B — Alibaba | Parasail](/content/models/qwen36-35b-a3b/index.html): Efficient MoE model with 3B active parameters — great price-to-performance. (278 words) - [Parasail and Neuralwatt: More Inference from Every Watt — Parasail Blog](/content/blogs/neuralwatt-parasail-partnership/index.html): Neuralwatt's energy intelligence is now running in Parasail's fleet, routing compute to the most efficient GPUs and pulling more inference out of every watt. (137 words) - [UI-TARS 1.5 7B — ByteDance | Parasail](/content/models/ui-tars-15-7b/index.html): GUI agent model that can operate computer interfaces autonomously. (270 words) - [Kimi K2.7 Code — Moonshot | Parasail](/content/models/kimi-k27-code/index.html): Specialized coding model optimized for software engineering and agentic coding workflows. (214 words) - [Qwen3-VL 8B — Alibaba | Parasail](/content/models/qwen3-vl-8b/index.html): Compact vision-language model — fast and affordable for image understanding at scale. (276 words) - [Faster autoscaling for vLLM: Restoring from snapshots instead of starting cold — Parasail Blog](/content/blogs/cutting-cold-start-latency-snapshotting/index.html): Cold-start latency is one of the biggest bottlenecks when scaling inference. Parasail's model snapshotting saves and restores CPU and GPU process state to bring vLLM replicas online 3-5x faster than rebuilding from scratch. (1,316 words) - [Qwen3-VL 235B-A22B — Alibaba | Parasail](/content/models/qwen3-vl-235b-a22b/index.html): Large vision-language model with strong document understanding and visual reasoning. (278 words) - [Qwen3.5 397B-A17B — Alibaba | Parasail](/content/models/qwen35-397b-a17b/index.html): Large-scale MoE model with frontier reasoning and multilingual capabilities. (278 words) - [Qwen3.5 35B-A3B — Alibaba | Parasail](/content/models/qwen35-35b-a3b/index.html): Compact MoE model with strong reasoning at minimal cost per token. (278 words) - [The idle GPU tax: What it is, why it’s getting worse, and how you can fix it — Parasail Blog](/content/blogs/idle-gpu-tax/index.html): Learn what the idle GPU tax is, what it costs, and how usage-based billing on dedicated endpoints helps you avoid it altogether. (1,350 words) - [MiniMax M3 — MiniMax | Parasail](/content/models/minimax-m3/index.html): Highly efficient MoE model delivering strong reasoning at exceptionally low cost. (231 words) - [Qwen3-Coder-Next — Alibaba | Parasail](/content/models/qwen3-coder-next/index.html): Code-specialized model with strong fill-in-the-middle and agentic coding support. (199 words) - [Qwen3-Next 80B — Alibaba | Parasail](/content/models/qwen3-next-80b/index.html): Balanced model with strong general capabilities at a competitive price point. (214 words) - [Qwen3 235B-A22B — Alibaba | Parasail](/content/models/qwen3-235b-a22b-2507/index.html): Strong open MoE model with excellent coding and reasoning at low cost. (213 words) - [Qwen2.5-VL 72B — Alibaba | Parasail](/content/models/qwen25-vl-72b/index.html): Proven vision-language model for OCR, document QA, and visual grounding. (217 words) - [Llama 3.3 70B — Meta | Parasail](/content/models/llama-33-70b/index.html): Meta’s reliable workhorse — great quality-to-cost ratio for production. (283 words) - [Resemble TTS (English) — Resemble | Parasail](/content/models/resemble-tts-en/index.html): High-quality text-to-speech model with natural-sounding English voices. (98 words) - [MiMo v2.5 — Xiaomi | Parasail](/content/models/mimo-v25/index.html): Xiaomi’s efficient reasoning model with strong coding capabilities. (208 words) - [Llama 4 Maverick — Meta | Parasail](/content/models/llama-4-maverick/index.html): Meta’s multimodal Llama model with native image understanding. (278 words) - [Nemotron 3 Ultra 550B — NVIDIA | Parasail](/content/models/nemotron-3-ultra-550b/index.html): NVIDIA’s flagship open model optimized for enterprise reasoning workloads. (273 words) - [Blog — Page 2 — Parasail](/content/blogs/page/2/index.html): Product updates, engineering deep dives, and thought leadership from the Parasail team. (186 words) - [Cydonia 24B v4.1 — Cydonia | Parasail](/content/models/cydonia-24-v41/index.html): Fine-tuned model with enhanced roleplay and character consistency. (273 words) - [Parasail to Combine NVIDIA AI Infrastructure with d-Matrix Accelerators to Achieve 10x Faster Token Generation — Parasail Blog](/content/blogs/parasail-d-matrix-accelerators/index.html): Parasail to deliver faster, more cost-efficient tokens by pairing NVIDIA Hopper and Blackwell GPUs with d-Matrix Corsair accelerators (705 words) - [gpt-oss-120b — OpenAI | Parasail](/content/models/gpt-oss-120b/index.html): OpenAI’s open-weight model with strong reasoning at a low cost. (269 words) - [gpt-oss-20b — OpenAI | Parasail](/content/models/gpt-oss-20b/index.html): Compact open-weight model from OpenAI — ultra-cheap, fits on a single GPU. (271 words) - [About — Parasail](/content/about-us/index.html): The managed inference partner for AI companies at every stage. Dedicated GPU capacity on flexible token-based billing, frontier model access, and MLOps support from day one. (473 words) - [Gemma 4 26B-A4B — Google | Parasail](/content/models/gemma-4-26b-a4b/index.html): Google’s efficient MoE Gemma model with 4B active parameters. (256 words) - [gpt-oss-120b (Fast) — OpenAI | Parasail](/content/models/gpt-oss-120b-fast/index.html): Optimized fast tier of gpt-oss-120b with lower latency for real-time workloads. (272 words) - [GLM-5.2 — Z.AI | Parasail](/content/models/glm-52/index.html): Z.AI’s next-gen model for agentic engineering — stronger coding and agentic capabilities with sustained execution on long-horizon tasks. (240 words) - [DeepSeek V4 Flash — DeepSeek | Parasail](/content/models/deepseek-v4-flash/index.html): Ultra-fast, ultra-cheap reasoning model for high-throughput workloads. (280 words) - [Gemma 4 31B — Google | Parasail](/content/models/gemma-4-31b/index.html): Google’s latest open model with strong general performance and broad language support. 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(102 words) - [Parasail and Wafer AI: Faster models, lower costs — Parasail Blog](/content/blogs/parasail-and-wafer-ai-faster-models-lower-costs/index.html): Parasail and Wafer AI are partnering to make frontier AI cheaper and more accessible. (267 words) - [Blog — Parasail](/content/blogs/index.html): Product updates, engineering deep dives, and thought leadership from the Parasail team. (268 words) - [Gabriel Perácio — Parasail Blog](/content/blogs/authors/gabriel-peracio/index.html): Gabriel Peracio is a staff engineer at Parasail, specializing in ML inference optimization. He has been fascinated by language models since a herd of unicorns spoke perfect English in 2019. (218 words) - [Parasail — Parasail Blog](/content/blogs/authors/team-parasail/index.html): Updates from the Parasail team. (105 words) - [Meghana Madhyastha — Parasail Blog](/content/blogs/authors/meghana-madhyastha/index.html): Meghana is a performance engineer at Parasail working on inference optimizations.‍ (101 words) - [Mike Henry — Parasail Blog](/content/blogs/authors/mike-henry/index.html): Ex-Chief Product Officer of Groq, acquired by NVIDIA for $20B. Former Founder & CEO of Mythic, where he raised $165M to build a disruptive AI inference compute platform. A passionate innovator who turns ideas into impact — and rebuilds and races junky muscle cars. (99 words) ## About Pages - [Contact sales — Parasail](/content/contact/index.html): The managed inference partner for AI companies at every stage. Dedicated GPU capacity on flexible token-based billing, frontier model access, and MLOps support from day one. 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