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    3. Subquadratic Inc.

    Subquadratic Inc.

    Subquadratic is building a new class of LLMs using sub-quadratic sparse attention architecture to overcome the efficiency and context window limits of traditional Transformers.

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    At a Glance

    1Tool Listed
    1Product
    6Capabilities
    Discussions
    Miami, FloridaHeadquarters
    2026Est.
    15Employees
    $29MRaised
    Focus Areas
    LLM Orchestration
    AI Infrastructure
    AI Coding Assistants
    Connect
    Latest News
    Subquadratic launches with $29M to bring 12M-token context windows to AIMay 5, 2026
    Miami startup Subquadratic claims 1,000x AI efficiency gain with SubQ modelMay 5, 2026
    Markets
    • Enterprise AI
    • LegalTech
    • FinTech
    • HealthTech
    • +1 more

    AI Tools by Subquadratic Inc.

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    View SubQ
    SubQ tool icon

    SubQ

    Sparse Attention LLM Architecture

    LLM OrchestrationAI InfrastructureAI Coding Asst.

    Discussions

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    Latest News

    05/05/2026

    Subquadratic launches with $29M to bring 12M-token context windows to AI

    siliconangle.com
    05/05/2026

    Miami startup Subquadratic claims 1,000x AI efficiency gain with SubQ model

    venturebeat.com
    05/05/2026

    Subquadratic Raises $29.0M Seed Round

    trysignalbase.com
    05/05/2026

    Introducing SubQ: The First Fully Subquadratic LLM

    subq.ai

    Products & Services

    1
    SubQ
    May 2026

    The first fully sub-quadratic Large Language Model (LLM) featuring a 12-million-token context window.

    Market Position

    Positions itself as a more efficient alternative to traditional Transformer-based LLMs like GPT-4 and Claude 3, offering significantly larger context windows at a fraction of the cost.

    Leadership

    Founders

    JD

    Justin Dangel

    Five-time founder and CEO with a track record in health tech, insurance tech, and consumer goods. Co-founder of Firefly Health, myLaurel, and Canback Consulting.

    AW

    Alexander Whedon

    Former Software Engineer at Meta and Head of Generative AI at TribeAI, where he led over 40 generative AI projects.

    JB

    Jamie Brough

    Founder and Rust developer at Subquadratic, based in London.

    Executive Team

    JD

    Justin Dangel

    Co-founder and CEO

    Serial entrepreneur with experience founding multiple technology companies including Firefly Health and myLaurel.

    AW

    Alexander Whedon

    Co-founder and CTO

    Expert in generative AI; previously worked at Meta and TribeAI.

    Board of Directors

    JV
    Javier Villamizar
    Investor / Notable Supporter (Former Partner at SoftBank Vision Fund)
    JM
    Justin Mateen
    Investor / Notable Supporter (Co-founder of Tinder)

    Founding Story

    The company was started to solve the quadratic scaling problem of attention mechanisms in Transformer models, which makes large context windows prohibitively expensive and slow.

    Business Model

    Revenue
    Not publicly disclosed (Seed stage company, launched May 2026).

    Revenue Model

    Consumption-based API usage; claims to be 50x cheaper than leading frontier models with OpenAI-style integration compatibility.

    Pricing Tiers

    Developer API
    Usage-based

    5% of the cost of leading models like Claude Opus; supports streaming and tool use.

    Private

    Target Markets

    Industries & Segments
    • Enterprise AI
    • LegalTech
    • FinTech
    • HealthTech
    • Software Development
    Use Cases
    • Reasoning across large codebases
    • Legal document analysis
    • Financial modeling and research
    • Healthcare data processing
    • Complex enterprise workflows
    Notable Customers
    • Enterprises in early access beta

    Quick Facts

    Headquarters
    Miami, Florida
    Founded
    2026
    Entity Type
    Inc.
    Employees
    15
    Total Funding
    $29 million
    Investors
    Javier Villamizar, Justin Mateen
    Office Locations
    Miami
    San Francisco
    London

    Funding History

    Seed$29,000,000
    May 2026
    Not disclosed valuation
    Javier Villamizar
    Justin Mateen
    Grant Gittlin
    Jaclyn Rice Nelson
    Coalition VC

    History & Milestones

    May 2026

    Launched from stealth with the debut of the SubQ model.

    May 2026

    Raised $29 million in Seed funding to develop sub-quadratic AI architectures.

    Key Capabilities

    6
    12M-token context window
    Sub-quadratic sparse attention (SSA) architecture
    Linear scaling in compute and memory
    92% accuracy on long-context benchmarks
    OpenAI-compatible API endpoints
    Support for streaming and tool use

    Integrations & Partnerships

    Platform Integrations

    • OpenAI-style API
    • Cloud-based developer console

    Key Partnerships

    Coalition VC
    TribeAI (via CTO background)

    Connect

    Website
    subq.ai
    X / Twitter
    subquadratic
    LinkedIn
    subquadratic-ai
    Discord
    Bc9Rrx2x45

    AI Topics

    3

    Subquadratic Inc. focuses on these topics:

    LLM Orchestration(1)
    AI Infrastructure(1)
    AI Coding Assistants(1)
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