Use cases
Sovereign AI, applied to institutional workflows.
Illustrated scenarios showing where multilingual, evidence-grounded AI can help, under human oversight.
Illustrative scenarios, not customer case studies.
Institutional knowledge
Find the answer. Keep the source.
The team’s question
Who approves a procedure before it is shared?
Supported by section 2
The document owner approves the version before distribution. § 2
Read the supporting passageFictional source · Excerpt
Document management procedure
§ 2
Approval
The document owner approves each version before distribution.
§ 3
Distribution
Approved versions are shared through the internal document library.
Interactive illustration. Fictional document, prewritten answers. No live AI.
A team member needs the applicable procedure across internal policies, manuals and notes, in Arabic, French or English.
- What the system does
- Search permitted sources, prepare a referenced answer and surface missing or conflicting information.
- What stays with your teams
- Your teams define valid sources and access rights, and verify information before consequential use.
Document intelligence
Bring the details into view.
An operations team reviews a file whose information is spread across forms, annexes and correspondence.
- What the system does
- Extract key fields, compare documents and flag discrepancies with references to the original passages.
- What stays with your teams
- A reviewer checks the flagged points and decides whether the file is complete or needs clarification.
Input
Main form
Project reference
MX-204
Annex
Project reference
MX-240
AI proposes
A discrepancy to review
The project references do not match. Main formAnnex
MX-204 ≠ MX-240
A person decides
Verify both documents before validating the file.
Decision: Ask for clarification
Chosen and recorded by the reviewer.
Private AI assistants
Prepare the response. Retain the decision.
A support team handles a recurring administrative request using approved procedures and the records it is permitted to access.
- What the system does
- Prepare a draft and its supporting information within the team’s existing tools.
- What stays with your teams
- A staff member checks the content and authorizes any message or follow-up action.
Input
An incoming request
An annex is missing from the submitted file.
AI proposes
A draft for review
Please attach the signed annex so the file can be reviewed.
Draft · not sent
A person decides
Human review before sending
Decision: Approve and send
The draft is checked and approved by an authorized team member.
Private model operations
AI within the environment you control.
Data residency, connectivity and operating requirements shape the architecture of each system.
Read about private inference- Data & access
- Connect approved sources to existing identities and permissions. Define retention and traceability requirements.
- Models & languages
- Select and evaluate open-weight or private models for the tasks, languages and terminology in scope.
- Infrastructure
- Engineer deployment for the approved environment: on-premise, private cloud or isolated infrastructure.
Your use case
Which workflow do you need to improve?
Tell us who will use the system and which decisions must stay with your teams.