ByteDance Seed vs. Mercury 3 Comparison


ByteDance Seed ByteDance	Mercury 3 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 3 is a hosted generative AI model from Inception for developers building interactive applications. It uses a diffusion-based approach to generate text in parallel and supports streaming responses, tool use, structured outputs, and multimodal input including text, images, and audio. Through the Inception API, teams can use it for conversational assistants, voice applications, search and browsing workflows, tutoring, and other agentic tasks that benefit from responsive generation. The model is available through Inception’s API and named inference partners, with OpenAI-compatible API access for existing applications. Developers can evaluate output quality and latency, then integrate the model into their software using the documented API and SDK ecosystem. Usage is token-metered, with a free allocation and paid input/output token rates; enterprise options include dedicated capacity and support.
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 product or engineering teams building conversational, voice-enabled, multimodal, search, browsing, tutoring, and agentic applications; enterprise teams can request dedicated capacity.
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 Not 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 $0.10/1M input tokens Launch pricing is $0.10 per million input tokens and $0.35 per million output tokens, 50% below standard rates of $0.20 and $0.70. A free allocation of 100 million tokens is available. Usage is token-metered; enterprise deployments offer dedicated capacity and priority support. 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 Not Supported In Person Not Supported
Company Information ByteDance Founded: 2012 China seed.bytedance.com/en/seed_diffusion	Company Information Inception Founded: 2024 United States www.inceptionlabs.ai/models
Alternatives Seed2.0 Pro ByteDance	Alternatives GPT-6.1 Terra OpenAI
DiffusionGemma Google	Claude Sonnet 5.5 Anthropic
Gemini Diffusion Google DeepMind	GPT-6 Luna OpenAI
Celeris-1	Mercury 2.5 Inception
Mercury Coder Inception Labs View All	Inception Labs View All
Categories AI Code Generators Supported AI Models Supported AI Video Models Supported Large Language Models Supported	Categories AI Models Supported AI Reasoning Models Supported Large Language Models Supported

Integrations Amazon Bedrock Not Supported AnyAPI Supported Baseten Not Supported C++ Supported Citlyze Supported Flyne AI Supported Fuser Supported Go Supported Java Supported Magica Supported Microsoft Foundry Not Supported OpenAI Not Supported OpenRouter Not Supported Python Supported TESS AI Supported Vercel AI Gateway Not Supported WaveSpeedAI Supported ZOOOP Supported graphis Supported Show More Integrations View All 13 Integrations	Integrations Amazon Bedrock Supported AnyAPI Not Supported Baseten Supported C++ Not Supported Citlyze Not Supported Flyne AI Not Supported Fuser Not Supported Go Not Supported Java Not Supported Magica Not Supported Microsoft Foundry Supported OpenAI Supported OpenRouter Supported Python Not Supported TESS AI Not Supported Vercel AI Gateway Supported WaveSpeedAI Not Supported ZOOOP Not Supported graphis Not Supported Show More Integrations View All 6 Integrations
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