Open research
Study the questions that matter.
We study how AI behaves in Arabic, its dialects and French, and whether its answers stay tied to evidence. When we publish, we publish the data, code, results and limits together.
Explore our researchAbout MX4 AI
An AI startup building for a multilingual region.
MX4 AI studies and builds sovereign AI for the MENA region: AI that understands Arabic, its dialects and French, shows the evidence behind its answers and is designed to stay under the deploying organization’s control.
ذكاء اصطناعي سيادي
Sovereign artificial intelligence
Intelligence artificielle souveraine
Different languages. The same need for control.
Our mission
Make AI work in the region’s languages, on institutional terms.
Study and build AI that handles Arabic, its dialects and French, ties its answers to evidence and can run under the deploying organization’s own control, and share what we learn openly when we have results.
Our vision
A region able to shape its own AI future.
A MENA region with the technical capability to choose, adapt and operate AI in its own languages and according to its own priorities, drawing on global advances while retaining the ability to decide locally.
How MX4 AI works
Research first. Then technology. Then selected engagements.
Our identity starts with open research.
Technology
Work with methods that keep control.
Multilingual evaluation, evidence-grounded retrieval, private inference and governed language data are the technical approaches behind our work.
Our technologySelected engagements
Apply the research where it fits.
We take on selected consulting and engineering work where our research applies, scoped to each institution’s environment and constraints.
Work with MX4Our regional focus
MENA is a context, not a single template.
Languages, document conventions, infrastructure and operating requirements differ across organizations.
Language and meaning
Modern Standard Arabic, its dialects, French and English can coexist in one workflow. Terminology, document structure and local usage belong in the evaluation, not just the interface.
The operating environment
Available infrastructure, access policies and connectivity shape what can run in practice. The architecture starts with those conditions.
Company information
Company details
Based in Morocco.
Registration and publisher information are available in our legal notice.
View the legal noticeContact
Questions about our work?
Write to us about our research, our technology or a related project.