Technical Architecture Overview

Platform architecture & data residency

An AI-powered financial operations platform for finance teams in regulated markets, deployable with full data residency in the UAE, Saudi Arabia, or the United States. This overview describes how the platform is built, and where each part runs.

Review the architecture See residency options

UAE · KSA · US residency Data protection by region IFRS · GAAP · FTA Full audit trail

Data residency region

Inference, data, and application all run inside the UAE.

AI & Model Infrastructure

Models fine-tuned for local accounting standards.

Open-source LLMs are fine-tuned per deployment. Each instance learns only from its own data, with nothing aggregated across customers.

LLM Engine

Fine-tuned open-source models

Trained with IFRS, GAAP, and FTA-specific data, with a deterministic classification layer built per account for predictable, auditable output.

Private by design. Learning stays within each instance.
Deterministic layer. Per-account classification, not black-box guessing.

Model Hosting

Core42 & Azure UAE North

Inference runs on Core42 (G42 Sovereign AI) in Abu Dhabi alongside Azure UAE North, on a stateless processing layer.

Stateless. Data is processed in memory and not retained at this layer.
UAE-region. Inference stays within UAE-region infrastructure.

Data Infrastructure

Data is isolated per organization.

Multi-tenant with logical isolation at the org level by default, and dedicated private instances for enterprise clients.

Database

MongoDB on AWS me-central-1

Hosted on AWS me-central-1 with logical isolation at the org level. Dedicated private instances are available for enterprise clients.

Org-level isolation. Logical separation per tenant by default.
Private instances. Dedicated databases for enterprise.

Application Layer

AWS me-central-1 (UAE)

Multi-tenant by default with dedicated instances for enterprise. Outbound webhooks and API event triggers are supported.

Event-driven. Outbound webhooks & API triggers built in.
Dedicated for enterprise. Single-tenant deployments available.

Security & Compliance

Data privacy and residency.

These controls are implemented at the infrastructure level.

Data privacy

No customer data is used for model training. Stateless LLM with in-memory processing only.

In place

DIFC Data Protection Law

Aligned with the DIFC Data Protection Law for handling of personal and financial data.

Compliant

Data residency

Application, data, and inference endpoints run in UAE-region infrastructure.

UAE region

Infrastructure

Core42 (G42 Sovereign AI), Azure UAE North, and AWS me-central-1.

Sovereign cloud

Integration & Capabilities

Fits the stack you already run, and the audits you already face.

Bi-directional API sync

Outbound webhooks and event triggers for real-time integration with partner platforms.

Embeddable analytics

White-label reporting widgets via API. Live in production with a government accelerator program.

ERP migration

Standardized connectors for cloud ERPs, with guided migration and custom mapping for on-premise systems.

Full audit trail

Every transaction logged from bank-statement upload through AI classification to manual overrides. FTA audit-ready.

Expert review

Qualified professional review with a 4-hour turnaround SLA on Growth. Available as an add-on for Early Stage.

Real-time event triggers

API event triggers fire on classification and override, keeping partner systems continuously in sync.

Architecture Summary

How a transaction moves through the platform.

From bank-statement ingest through classification, storage, and serving. Each stage and where it runs is listed below.

UAE region

Data ingest

Bank statements

Fine-tuned LLM

Core42 · Abu Dhabi

Inference

Azure UAE North

Database

MongoDB · me-central-1

Application

AWS me-central-1

Stateless inference · no data retained at the model layer · every stage hosted in UAE-region infrastructure

Component	Technology	Region
AI Models	Fine-tuned open-source LLM (IFRS / GAAP / FTA)	Core42, Abu Dhabi
Model Inference	Core42 + Azure UAE North	UAE
Database	MongoDB	AWS me-central-1 (UAE)
Application Layer	AWS me-central-1	UAE
Tenant Model	Multi-tenant (default) / Private instance (enterprise)	UAE
Data Retention	Stateless LLM · zero retention on inference	N/A