# Diffusion‑based LLMs that generate many parallel tokens rather than one‑by‑one > Source: > Published: 2026-06-20 02:20:48+00:00 Inception’s breakthrough diffusion-based approach to language generation enables the world’s fastest, most efficient AI models with best-in-class quality. ## The diffusion difference. From sequential to parallel All other LLMs generate text one token at a time. Mercury diffusion LLMs (dLLMs) generate tokens in parallel, increasing speed and maximizing GPU efficiency. ## Blazing-fast performance you can notice ## Build the future of AI apps with Mercury Lightning fast agents Automate complex coding and other business workflows with with ultra-responsive AI. Real-time voice Engage naturally with AI in voice-powered workflows like customer support, translation, and immersive gaming. Instant code editing Stay in-the-flow with responsive autocomplete, intelligent tab suggestions, and fast chat responses. Fast, creative co-pilots Supercharge editorial and creative work—less waiting, more creating. Rapid search Instantly surface the right data from across your organization’s knowledge base. Foundational models ## Meet our family of diffusion models Research ## Led by visionary AI researchers Our founders pioneered diffusion modeling and invented cornerstone AI technologies. ## Loved by leaders and innovators We’re available through major cloud providers like AWS Bedrock and Azure Foundry. Talk with us about fine-tuning and private deployments. Integrate in seconds Our models are OpenAI API compatible and a drop-in replacement for traditional LLMs. Enterprise AI partner We’re available through major cloud providers like AWS Bedrock and Azure Foundry. Reliability at scale Get 99.5%+ uptime and priority support with custom SLAs.