announced a strategic investment and partnership with Arabic.ai. 
LLM-X
Banking
Better prepared. Accountable at every step.
Arabic AI for research, document review, reporting and service preparation, with a clear path from source to reviewed output.
More information. A higher standard of preparation.
Research, reporting and service work draw on documents with different owners, dates and authority. A draft helps only when a professional can examine its basis.
- Research scattered across documents
- Reporting narratives that need checking
- Service teams searching for current guidance
Support the work around financial decisions.
Choose a task to see what goes in, what is prepared, who reviews it and what comes out.
Research and strategy teams
Move from reading to a reviewable brief.
Frame a question against selected material, with source observations and interpretation kept apart.
- Input
- Approved research documents and a defined question.
- Assistance
- Organizes the relevant passages into a structured draft brief.
- Review
- An analyst verifies references, dates and interpretations.
- Output
- A research brief ready for professional discussion.
Operations and review teams
Make the differences easier to examine.
Compare supplied versions or requirements and prepare an exception list, with the originals at the center of the review.
- Input
- Selected document versions and a review checklist.
- Assistance
- Prepares a comparison and the questions for the reviewer.
- Review
- The document owner checks every material difference against the source.
- Output
- A review pack with the outstanding issues identified.
Reporting and business teams
Build the narrative around the supplied facts.
Turn approved reporting notes into a working narrative, with figures, periods and sources at hand.
- Input
- Approved reporting notes, source tables and writing instructions.
- Assistance
- Structures the narrative and flags gaps in the material.
- Review
- The reporting owner validates figures, interpretation and completeness.
- Output
- A draft narrative for the established review process.
Customer and internal service teams
Prepare the answer before the interaction.
Work from approved product and service guidance, with the questions that need escalation made visible.
- Input
- A service question and the permitted guidance.
- Assistance
- Drafts a response and lists unanswered or ambiguous points.
- Review
- The service colleague checks applicability and the escalation route.
- Output
- A reviewed response or a structured referral.
Trace a research brief back to its sources.
The brief is organized around source observations and review questions, so a colleague can examine the basis of each part.
- Research sourceSelected passage
- Reporting noteSupplied finding
- Internal guidanceApproved reference
Research brief
- Analyst observationResearch source: Selected passageResearch analyst
- Draft narrativeReporting note: Supplied findingReporting team
- Review questionInternal guidance: Approved referenceKnowledge owner
The accountable professional approves the work. Credit and investment decisions stay with authorized people.
Review the claim as well as the wording.
Define the permitted information and the named reviewer. Check references and send unsupported statements back for correction.
What reviewers check
- Source support
- Reviewer corrections
- Unresolved questions
Define the information boundary.
Agree the permitted documents, purpose and review ownership with your security and architecture teams first.
Test claims and exceptions.
Review representative questions, ambiguous passages and missing information. Check that every statement is supported.
Roll out with accountable owners.
Start with a bounded team, track the corrections reviewers make and assess each new use separately.
Tested on financial reasoning.
Stanford CRFM's HELM Arabic Enterprise scores Arabic content generation, financial reasoning and UAE legal question answering.
See the benchmarksMacro-averaged mean score, v1.1.0, 25 June 2026.
0.825Reasoning and drafting
0.724High-volume processingBenchmark results only. They do not measure production reliability or autonomous decision-making.
What teams use.
The AI workspace
Research and review in one workspace.
The agentic platform
Governed reporting workflows.
Make your next ambition operational.
Bring intelligence into your knowledge, people and operations. Talk to our team about the work you want to transform.