DeepInfer vs. NVIDIA Picasso Comparison


DeepInfer DeepSeek	NVIDIA Picasso NVIDIA	+	+
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About DeepInfer is an open-source inference framework for running DeepSeek language models on Linux systems with supported NVIDIA or Huawei Ascend accelerators. It provides offline inference and runtime components for model execution, optimized kernels, distributed parallelism, asynchronous batch scheduling, speculative decoding, deterministic generation, and structured outputs such as JSON Schema, regular expressions, and EBNF formats. The project documents DeepSeek-V4.1-Flash support and includes build instructions, configuration guidance, examples, and evaluation tools. It is intended for developers and infrastructure teams building or evaluating self-managed inference deployments. Its repository notes that production services may require additional KV-cache, prefill/decode disaggregation, and load-balancing components not included in this release.	About NVIDIA Picasso is a cloud service for building generative AI–powered visual applications. Enterprises, software creators, and service providers can run inference on their models, train NVIDIA Edify foundation models on proprietary data, or start from pre-trained models to generate image, video, and 3D content from text prompts. Picasso service is fully optimized for GPUs and streamlines training, optimization, and inference on NVIDIA DGX Cloud. Organizations and developers can train NVIDIA’s Edify models on their proprietary data or get started with models pre-trained with our premier partners. Expert denoising network to generate photorealistic 4K images. Temporal layers and novel video denoiser generate high-fidelity videos with temporal consistency. A novel optimization framework for generating 3D objects and meshes with high-quality geometry. Cloud service for building and deploying generative AI-powered image, video, and 3D applications.
Platforms Supported Windows Not Supported Mac Not Supported Linux Supported Cloud Not Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Developers and infrastructure teams deploying or evaluating DeepSeek model inference on supported accelerator hardware.	Audience Anyone seeking a cloud service for building and deploying generative AI-powered image, video, and 3D applications
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Not Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Supported Free Trial Not Supported	Pricing No information available. Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Supported Live Online Not Supported In Person Not Supported
Company Information DeepSeek Founded: 2023 China github.com/deepseek-ai/DeepInfer	Company Information NVIDIA United States www.nvidia.com/en-us/gpu-cloud/picasso/
Alternatives vLLM	Alternatives NVIDIA AI Foundations NVIDIA
Wafer	NVIDIA NIM NVIDIA
DeepSeek-V2 DeepSeek	NetApp AIPod NetApp
NVIDIA TensorRT NVIDIA	Neysa Nebula Neysa
ModelArk ByteDance View All	Runpod View All
Categories AI Inference Supported	Categories AI Cloud Providers Supported AI Image Generators Supported AI Inference Supported AI Infrastructure Supported AI Tools Supported AI Video Generators Supported Generative AI Supported

Integrations Adobe After Effects Not Supported Adobe Creative Cloud Not Supported Adobe Photoshop Not Supported Adobe Premiere Pro Not Supported Getty Images Not Supported NVIDIA AI Foundations Not Supported NVIDIA DGX Cloud Not Supported Shutterstock Not Supported	Integrations Adobe After Effects Supported Adobe Creative Cloud Supported Adobe Photoshop Supported Adobe Premiere Pro Supported Getty Images Supported NVIDIA AI Foundations Supported NVIDIA DGX Cloud Supported Shutterstock Supported View All 8 Integrations
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