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    3. MLCommons Association

    MLCommons Association

    MLCommons is an open engineering consortium with a mission to accelerate AI innovation and increase its positive impact on society through industry-standard benchmarks and datasets.

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    At a Glance

    1Tool Listed
    6Products
    16Tool Views
    4Capabilities
    Discussions
    Dover, DEHeadquarters
    2020Est.
    30Employees
    $7.8MRaised
    Focus Areas
    LLM Evaluations
    AI Infrastructure
    Academic Research
    Connect
    Latest News
    MLCommons Releases MLPerf Client v1.6 with Performance Optimizations and Enhanced User ExperienceApr 6, 2026
    A new GPT-OSS benchmark and DeepSeek R1 updates for latency-optimized reasoningMar 24, 2026
    Markets
    • Semiconductor manufacturers
    • Cloud service providers
    • AI software developers
    • Academic research institutions
    • +1 more

    AI Tools by MLCommons Association

    (1)
    View MLCommons
    MLCommons tool icon

    MLCommons

    Open Source AI Benchmark Suite

    LLM EvaluationsAI InfrastructureAcademic Research

    Discussions

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    Latest News

    04/06/2026

    MLCommons Releases MLPerf Client v1.6 with Performance Optimizations and Enhanced User Experience

    mlcommons.org
    03/24/2026

    A new GPT-OSS benchmark and DeepSeek R1 updates for latency-optimized reasoning

    mlcommons.org
    03/19/2026

    Standardizing Generative AI Service Evaluation: An API-Centric Benchmarking Approach

    mlcommons.org
    03/12/2026

    YOLO for the MLPerf Inference v6.0 Edge Suite

    mlcommons.org

    Products & Services

    6
    MLPerf Training
    2018-05-02

    Benchmark suite for measuring ML training speed to a target quality metric.

    MLPerf Inference
    2019-06-24

    Benchmarks for measuring inference speed in datacenter, edge, mobile, and tiny devices.

    People's Speech Dataset
    2020-11

    One of the largest open-source speech-to-text datasets with over 80,000 hours of data.

    MLCube
    2019-11-08

    An infrastructure-agnostic framework for shipping machine learning models.

    Market Position

    MLCommons is the globally recognized authority for vendor-neutral AI hardware and software benchmarking, providing the 'Gold Standard' for industry performance metrics.

    Leadership

    Founders

    PM

    Peter Mattson

    Senior Staff Engineer at Google; previously founded the Programming Systems and Applications Group at Nvidia Research; PhD/MS from Stanford.

    DK

    David Kanter

    Semiconductor and computing expert; founder of microprocessor and compiler startups; Head of MLPerf; BS/BA from University of Chicago.

    DD

    Debojyoti Dutta

    AI Solutions and Engineering Lead at Nutanix; former Distinguished Engineer at Cisco; PhD in CS from USC.

    VJ

    Vijay Janapa Reddi

    Associate Professor at Harvard University; researcher in computer architecture for autonomous and mobile computing; PhD from Harvard.

    CW

    Carole-Jean Wu

    Research Scientist at Meta (Facebook AI Research); specialist in energy-efficient systems and ML execution at scale; PhD from Princeton.

    Executive Team

    RW

    Rebecca Weiss

    Executive Director

    Former Head of Research & Innovation at Mozilla; AI policy advisor to U.S. Congress; PhD from Stanford.

    PM

    Peter Mattson

    President

    Senior Staff Engineer at Google; founder of MLPerf; PhD from Stanford.

    Board of Directors

    PB
    Peter Baldwin
    Founder, Myrtle.ai
    RB
    Ritika Borkar
    Senior Deep Learning Architect, NVIDIA
    RC
    Ramesh Chukka
    Deep Learning Manager, Intel

    Founding Story

    Initially formed as the MLPerf consortium in 2018 by engineers from Baidu, Google, and top academic institutions to create standardized AI performance metrics. It formally launched as the non-profit MLCommons Association in December 2020 to expand its scope into datasets and infrastructure.

    Business Model

    Revenue
    $7,816,648 (FY 2024 reported revenue)

    Revenue Model

    Membership dues from corporate, academic, and non-profit members.

    Pricing Tiers

    General Member - Large Organization
    $90,000/year

    For-profit organizations with 500+ full-time employees. Includes $90,000 initiation fee.

    General Member - Small Organization
    $18,000/year

    For-profit organizations with 10-499 full-time employees. Includes $18,000 initiation fee.

    General Member - Academic
    Free

    Faculty at non-profit academic institutions.

    Observer Member - Individual
    Free

    Individual participants with board approval.

    Non-profit Organization (No IPO planned)

    Target Markets

    Industries & Segments
    • Semiconductor manufacturers
    • Cloud service providers
    • AI software developers
    • Academic research institutions
    • Government agencies
    Use Cases
    • AI hardware performance comparison
    • AI model training efficiency
    • Safety and reliability testing
    • Clinical AI evaluation
    Notable Customers
    • Google
    • NVIDIA
    • Intel
    • AMD

    Quick Facts

    Headquarters
    8 The Green #20930, Dover, DE 19901, USA
    Founded
    2020
    Entity Type
    501
    Employees
    30
    Total Funding
    Funded by membership dues and initial founding commitments. FY 2024 revenue reported at ~$7.8M.
    Investors
    NVIDIA, Intel
    Office Locations
    Dover
    Global working groups

    Funding History

    Founding CommitmentsNot disclosed
    2020-12
    Google
    Intel
    NVIDIA
    Facebook AI
    Alibaba

    History & Milestones

    2026-02-19

    Launch of the AILuminate Global Assurance Program for AI safety.

    2023-11

    Launch of the AI Risk & Reliability working group.

    2020-01

    Kickoff of the People's Speech dataset project.

    2020-12-03

    Formal launch and incorporation of the MLCommons Association.

    2019-06-24

    Launch of MLPerf Inference benchmark suite.

    Key Capabilities

    4
    Standardized benchmarking suites (MLPerf)
    Large-scale open datasets (People's Speech)
    Infrastructure frameworks (MLCube)
    AI Safety assessments (AILuminate)

    Integrations & Partnerships

    Platform Integrations

    • MLCube supports multi-cloud and on-premise infrastructure deployment.

    Key Partnerships

    Collaboration with 125+ member organizations across industry and academia.

    Connect

    Website
    mlcommons.org
    GitHub
    mlcommons
    X / Twitter
    MLCommons
    LinkedIn
    mlcommons
    YouTube
    @mlcommons
    Discord
    rRbEjveNy5

    AI Topics

    3

    MLCommons Association focuses on these topics:

    LLM Evaluations(1)
    AI Infrastructure(1)
    Academic Research(1)
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