USASI

Organization

MLCommons

Standards body · Open-source steward · Dover, Delaware (address listed on the About page)

MLCommons is an AI engineering consortium whose members include companies, academics, and nonprofits. It develops benchmarks, including the MLPerf performance suites and the AILuminate safety and security benchmarks, as well as open datasets and tools such as Croissant and MLCube. It launched in December 2020.12

Last reviewedEntry updated

Key facts

Legal name
MLCommons Association19
Ownership
Nonprofit
Legal form
Corporation recognized by the IRS as tax-exempt under Section 501(c)(6), classified as a business league.910
Headquarters
Dover, Delaware (address listed on the About page)19
Founded
20201
Sectors
Data

What is and isn’t public

An evidence-based summary of what this catalog has documented. It is not a verdict on the organization as a whole.

Publishes MLPerf reference implementations and the ModelBench benchmarking framework in public GitHub repositories under Apache 2.0, plus 1,200-prompt AILuminate demo sets in English and French under CC BY 4.0. AILuminate's official test prompts are kept hidden, and its full practice prompt sets are offered to MLCommons members.5678

Products

Documented products and how they are delivered. Each row links to the official page.

No product records yet.

Related open artifacts

Records in the Open Models & Tools directory that list this organization as a maintainer or publisher.

Evaluation tools (2)

  • AILuminateEvaluation toolAvailability: Partial
  • MLPerfEvaluation toolAvailability: Public

Notable documented facts

  • MLPerf is a registered trademark of MLCommons, and submitting benchmark results requires a signed Contributor License Agreement.2
  • Under the MLPerf submission rules, submitting organizations review one another's results during a confidential review period before MLCommons publishes all results at once; after publication, code and results are free to use under the MLPerf Terms of Use.3
  • The AILuminate benchmarks are developed by the MLCommons AI Risk & Reliability working group, which at the v1.0 release included researchers from universities, civil society representatives, and engineers from technology companies.4

U.S. eligibility

How this record meets the catalog’s published eligibility policy.

Eligible · basis: U.S. nonprofit or lab

MLCommons Association lists a Dover, Delaware address on its About page, and the IRS exempt-organization extract for Delaware lists MLCommons Association at that address as a 501(c)(6) organization. Its members come from many countries; this assessment concerns the association itself.19

Assessed Sep 29, 2026

Eligibility policy

Sources

  1. 1.
    About MLCommons (external site: mlcommons.org)

    MLCommons · Official page · accessed Sep 29, 2026

  2. 2.
    Benchmarks - MLCommons (external site: mlcommons.org)

    MLCommons · Official page · accessed Sep 29, 2026

  3. 3.
  4. 4.
  5. 5.
  6. 6.
  7. 7.
    mlcommons/modelbench (external site: github.com)

    MLCommons · Repository · accessed Sep 29, 2026

  8. 8.
  9. 9.
  10. 10.
    Exempt Organizations Business Master File Extract (EO BMF) (external site: irs.gov)

    Internal Revenue Service · Documentation · published Jan 2026 · accessed Sep 29, 2026

This listing is not an endorsement or a federal approval.

Support Us

Help keep USASI useful.

Optional. No USASI account required. Payment takes place on the linked provider’s website (Buy Me a Coffee).

About supporting this project