ByteDance Seed vs. Mercury Voice Comparison


ByteDance Seed ByteDance	Mercury Voice Inception	+	+
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About Seed Diffusion Preview is a large-scale, code-focused language model that uses discrete-state diffusion to generate code non-sequentially, achieving dramatically faster inference without sacrificing quality by decoupling generation from the token-by-token bottleneck of autoregressive models. It combines a two-stage curriculum, mask-based corruption followed by edit-based augmentation, to robustly train a standard dense Transformer, striking a balance between speed and accuracy and avoiding shortcuts like carry-over unmasking to preserve principled density estimation. The model delivers an inference speed of 2,146 tokens/sec on H20 GPUs, outperforming contemporary diffusion baselines while matching or exceeding their accuracy on standard code benchmarks, including editing tasks, thereby establishing a new speed-quality Pareto frontier and demonstrating discrete diffusion’s practical viability for real-world code generation.	About Mercury is a family of diffusion large language models built to deliver frontier LLM quality at significantly higher speeds, running at 1,000+ tokens per second on commercial NVIDIA GPUs for instant, in-the-flow AI applications. The models are OpenAI-compatible and designed as drop-in replacements for traditional LLMs, making them easier to integrate into existing AI stacks. Mercury 2.5 is the family’s most intelligent reasoning dLLM, built for complex applications where both quality and speed matter. It supports a 260K context window, reasoning, tool use, and structured output, with use cases including rapid coding iteration, agents and subagents, customer support, and enterprise search. Mercury Voice is optimized for voice agents and delivers time-to-first-token under 170 ms while supporting reasoning, tool use, structured output, and a 128K context window. It is suited to applications such as customer support, patient care, education, and gaming.
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	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 research teams needing a code generation model tool that reduces latency compared to traditional autoregressive systems while maintaining competitive benchmark performance	Audience Developers and AI teams seeking to build fast, high-performance applications, agents, voice systems, and reasoning workflows with diffusion-based language models
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Free Version Supported Free Trial Not Supported	Pricing $0.04 per 1M tokens Free Version 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 Not Supported Live Online Supported In Person Not Supported
Company Information ByteDance Founded: 2012 China seed.bytedance.com/en/seed_diffusion	Company Information Inception United States www.inceptionlabs.ai/models
Alternatives Seed2.0 Pro ByteDance	Alternatives Mercury Edit 2 Inception
DiffusionGemma Google	Mercury 2.5 Inception
Gemini Diffusion Google DeepMind	Mercury 2 Inception
Celeris-1	Mercury Coder Inception Labs
Mercury Coder Inception Labs View All	Mercury 3 Inception View All
Categories AI Code Generators Supported AI Models Supported AI Video Models Supported Large Language Models Supported	Categories AI Models Supported

Integrations AnyAPI Supported C++ Supported Citlyze Supported Claude Haiku 4.5 Not Supported Flyne AI Supported Fuser Supported GPT-5.6 Luna Not Supported Gemini 3.5 Flash-Lite Not Supported Go Supported Java Supported Magica Supported OpenAI Not Supported Python Supported TESS AI Supported WaveSpeedAI Supported ZOOOP Supported graphis Supported Show More Integrations View All 13 Integrations	Integrations AnyAPI Not Supported C++ Not Supported Citlyze Not Supported Claude Haiku 4.5 Supported Flyne AI Not Supported Fuser Not Supported GPT-5.6 Luna Supported Gemini 3.5 Flash-Lite Supported Go Not Supported Java Not Supported Magica Not Supported OpenAI Supported Python Not Supported TESS AI Not Supported WaveSpeedAI Not Supported ZOOOP Not Supported graphis Not Supported Show More Integrations View All 4 Integrations
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