Application & identity integration
Connect AI capabilities to existing tools and identity services, with interfaces and access rules defined for each workflow.
APIs · Authentication · Model routing
Atlas technology
Atlas is the reusable engineering foundation behind MX4 AI’s sovereign AI projects. We connect your applications, governed data and approved models into a system designed for your infrastructure.
Anatomy of a private AI system
Your existing systems
Applications
Business tools and APIs
Identity
Users, roles and permissions
Data
Approved documents and repositories
MX4 AI engineering foundation
Atlas
Private inference
Open-weight or approved private models
Selected and evaluated for the task
Your deployment environment
On premises · Private cloud
Compute, storage and connectivity specified for your requirements.
What Atlas contributes
Atlas brings together architecture, integration components and deployment patterns. The engineering work is to adapt them to your systems, security requirements and operating context.
Connect AI capabilities to existing tools and identity services, with interfaces and access rules defined for each workflow.
APIs · Authentication · Model routing
Connect approved sources to retrieval workflows. Define how document permissions, updates and source references carry through to the application.
Data connectors · Retrieval · Source attribution
Integrate selected models into the target environment, with deployment configurations suited to its compute, network and security constraints.
Private inference · Deployment configuration · Isolation
Define what operators can configure, observe and maintain, including access controls, activity records and the handling of model changes.
Configuration · Observability · Lifecycle management
Engineering for sovereignty
An open-weight model alone does not make a system sovereign. Data access, external dependencies and operational decisions must be addressed together.
Read our technical notesEvaluate open-weight or approved private models against the task, language, licence and available hardware. Arabic, French and English workflows need their own evaluation.
Specify where data is stored and processed, which services can communicate, and whether external endpoints are permitted. An isolated environment requires a different design from a connected one.
Define access administration, logging, updates and recovery procedures with the team responsible for running the system. Document the configuration and its dependencies.
Applied engineering
Bring your use case, existing systems and deployment constraints. Our engineering services turn that context into a project-specific technical scope.