Map language requirements
Identify the languages, relevant dialects, terminology and document formats used in each workflow.
Typical output
A language and terminology brief.
Arabic and multilingual AI
A question in Arabic. A source in French. A technical term in English. MX4 AI engineers multilingual systems around the documents, vocabulary and access rules of your organization.
Across languages
Question · Arabic
ما هي خطوات مراجعة الملف؟What are the steps for reviewing the file?
Retrieve the relevant source
Source · French
Vérifier les pièces, puis obtenir la validation du responsable.Check the documents, then obtain the responsible person’s approval.
Illustrative procedure · § 2
Multilingual engineering
Translation alone does not define a useful workflow. Source quality, model choice, permissions and evaluation need to work together.
Identify the languages, relevant dialects, terminology and document formats used in each workflow.
Typical output
A language and terminology brief.
Structure documents for retrieval while preserving provenance, version information and access restrictions.
Typical output
Documented ingestion and access rules.
Compare open-weight and approved commercial options against language quality, licensing, compute and deployment requirements.
Typical output
A model-selection rationale for the target environment.
Test retrieval, source fidelity and task outcomes with representative material and review by people who understand the domain.
Typical output
A versioned evaluation set and documented limitations.
Scope and deliverables are defined for each engagement.
Evidence before broad claims
A model’s general language ability does not establish how a complete system will behave with your documents and users.
Read our multilingual evaluation noteDoes the response preserve domain terminology, qualifications and intent across languages?
Does it retrieve the relevant passage, respect access rights and point back to the source?
Can it flag missing evidence and defer to an accountable person when the task requires it?
From language to system
Tell us which task, documents and languages your teams work with. We can discuss the engineering needed around them.