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    3. Inception Labs

    Inception Labs

    Inception Labs is building the next generation of LLMs using diffusion-based architectures to deliver extreme speed and efficiency for production applications.

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    At a Glance

    1Tool Listed
    3Products
    10Tool Views
    5Capabilities
    Discussions
    Palo Alto, CAHeadquarters
    2024Est.
    40Employees
    $50000000Raised
    Focus Areas
    AI Infrastructure
    AI Coding Assistants
    Local Inference
    Connect
    Latest News
    Inception Launches Mercury 2, the Fastest Reasoning LLMFeb 24, 2026
    Inception Raises $50M to Power Diffusion LLMs, Increasing Speed by up to 10XNov 6, 2025
    Markets
    • Software developers
    • AI research labs
    • Enterprise AI teams
    • Real-time application developers

    AI Tools by Inception Labs

    (1)
    View Inception Labs
    Inception Labs tool icon

    Inception Labs

    Diffusion Based LLM Platform

    AI InfrastructureAI Coding Asst.Local Inference

    Discussions

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    Latest News

    02/24/2026

    Inception Launches Mercury 2, the Fastest Reasoning LLM

    inceptionlabs.ai
    11/06/2025

    Inception Raises $50M to Power Diffusion LLMs, Increasing Speed by up to 10X

    Business Wire
    02/01/2025

    Inception Emerges from Stealth with Mercury, a New Type of Diffusion-Based AI Model

    TechCrunch

    Products & Services

    3
    Mercury
    February 2025

    The world's first commercial diffusion large language model (dLLM), offering high-speed text and code generation.

    Mercury 2
    February 2026

    A production-ready reasoning diffusion LLM that utilizes parallel refinement to achieve 5x-10x speed increases over sequential models.

    Inception API
    2025

    API platform providing developer access to diffusion-based models with OpenAI compatibility.

    Market Position

    Inception positions itself as the performance leader for real-time AI, offering diffusion-based models that are significantly faster and cheaper than traditional sequential LLMs from providers like OpenAI or Anthropic.

    Leadership

    Founders

    SE

    Stefano Ermon

    CEO and Co-founder. Associate Professor of Computer Science at Stanford University. Co-inventor of diffusion modeling and recognized leader in generative AI.

    AG

    Aditya Grover

    Co-founder. Assistant Professor of Computer Science at UCLA. Previously a research scientist at Facebook AI Research (FAIR) and PhD student at Stanford.

    VK

    Volodymyr Kuleshov

    Co-founder. Assistant Professor at Cornell Tech. Co-inventor of diffusion and former PhD student at Stanford under Stefano Ermon.

    Executive Team

    SE

    Stefano Ermon

    CEO & Co-founder

    Stanford Professor and co-inventor of diffusion models.

    AG

    Aditya Grover

    Co-founder

    UCLA Professor specializing in generative modeling.

    Board of Directors

    TT
    Tim Tully
    Board Member / Lead Investor (Partner at Menlo Ventures)

    Founding Story

    Founded by the original inventors of diffusion modeling, Inception was started to apply parallel refinement techniques to large language models, overcoming the sequential latency bottlenecks of traditional autoregressive transformers.

    Business Model

    Revenue Model

    API usage-based subscription model with tiered rate limits.

    Pricing Tiers

    Free Tier
    Free

    200 API requests, Early access to Mercury 2

    Pay As You Go Tier
    Usage-based

    400 API requests, Standard access

    Enterprise Tier
    Custom

    2,000+ API requests, Dedicated support, custom SLAs

    Private

    Target Markets

    Industries & Segments
    • Software developers
    • AI research labs
    • Enterprise AI teams
    • Real-time application developers
    Use Cases
    • Real-time coding assistants
    • Low-latency voice AI applications
    • High-throughput customer support automation
    • Production-grade reasoning tasks
    Notable Customers
    • Early access developers and enterprises in the coding and voice AI sectors

    Quick Facts

    Headquarters
    Palo Alto, CA
    Founded
    2024
    Entity Type
    Inception AI Inc.
    Employees
    40
    Total Funding
    $50,000,000
    Investors
    Menlo Ventures, Mayfield
    Office Locations
    Palo Alto

    Funding History

    Seed$50,000,000
    November 6, 2025
    Menlo Ventures

    History & Milestones

    February 24, 2026

    Launched Mercury 2, a production-grade reasoning diffusion LLM with parallel refinement capabilities.

    February 2025

    Launched Mercury, the first commercially available family of diffusion large language models (dLLMs).

    November 6, 2025

    Raised $50 million in seed funding led by Menlo Ventures to scale diffusion LLMs.

    2024

    Company founded by Stefano Ermon, Aditya Grover, and Volodymyr Kuleshov.

    Key Capabilities

    5
    Parallel refinement (diffusion) instead of token-by-token generation
    OpenAI API compatibility
    >1,000 output tokens per second on Nvidia Blackwell
    Built-in error correction and lower inference costs
    Low-latency reasoning capabilities

    Integrations & Partnerships

    Platform Integrations

    • Inception API
    • OpenAI API Compatible Interface
    • Nvidia Blackwell optimization

    Key Partnerships

    NVIDIA (Hardware optimization)
    Microsoft (Investor/Cloud)
    Snowflake (Investor/Data)

    Connect

    Website
    inceptionlabs.ai
    X / Twitter
    _inception_ai
    LinkedIn
    inception-labs-ai
    Discord
    5VySp6ctXB

    AI Topics

    3

    Inception Labs focuses on these topics:

    AI Infrastructure(1)
    AI Coding Assistants(1)
    Local Inference(1)
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