Mastercard Advisors · Middle East & Africa

The GenAI Platform
Built for GCC Banking

NOVA is a sovereign, on-premises multi-agent AI platform that solves the five structural barriers preventing GCC Tier-1 banks from deploying GenAI at scale — Arabic accuracy, data sovereignty, use case paralysis, governance gaps, and ROI capture.

Powered by Mastercard Advisors · CBUAE & SAMA compliant · On-premises LLM stack · Full Arabic RTL

AED 117M
3-Year Total NPV
5 Agents
Specialised AI Agents
18 Months
Full Production Deployment
0 Data Leaks
100% On-Premises Architecture
The Problem

Why GCC Banks Can't Deploy
GenAI at Scale

Every GCC Tier-1 bank has identified 20–40 GenAI use cases. None have more than 2 in production. Five structural barriers are the reason — and NOVA closes all five simultaneously.

Language Gap
61%
Arabic AI Accuracy
Off-the-shelf LLMs on GCC banking Arabic
Regulatory
0%
Data Sovereignty
Tier-1 GCC banks with compliant cloud GenAI deployed
Strategy Gap
28
Use Cases Identified
Average per GCC bank — with 0 in production
Governance
6–9mo
Governance Lag
Average time to produce a SAMA MRM report
ROI Gap
AED 340M
Annual Revenue Leakage
Undetected fraud + missed cross-sell per Tier-1 bank
The Agent Suite

Five Specialised AI Agents.
One Orchestrated Platform.

Each agent is purpose-built for a specific GCC banking workflow. Together, they form a fully integrated intelligence layer across customer service, compliance, portfolio management, strategy, and governance.

ARIA
Arabic Intelligence & Resolution Agent

Resolves customer disputes in Gulf Arabic — autonomously.

AED 12M / yr saved
BEFORE NOVA

Call centre agents handle 1,200 Arabic disputes/day at AED 85 per case. 38% require escalation due to dialect misunderstanding.

AFTER NOVA

ARIA resolves 74% of disputes autonomously in the customer's dialect. Call volume drops 38%. Cost per resolution: AED 4.

COMPASS
Regulatory Intelligence Agent

Turns CBUAE & SAMA circulars into board-ready briefings in seconds.

AED 4M / yr saved
BEFORE NOVA

Compliance teams spend 3–4 weeks per regulatory change. Board briefings are written manually, often missing cross-system impact.

AFTER NOVA

COMPASS ingests every CBUAE/SAMA update, maps impact across all AI systems, and generates a board memo in under 60 seconds.

LENS
Portfolio Intelligence & Fraud Signal Agent

Sees fraud clusters and attrition signals before they cost you.

AED 26.4M / yr revenue
BEFORE NOVA

Fraud detection runs overnight batch jobs. Attrition models are refreshed monthly. Revenue leakage is identified weeks after it begins.

AFTER NOVA

LENS delivers real-time fraud cluster maps, 10 highest-risk cards ranked daily, and AED 22.6M in cross-sell opportunities surfaced per cycle.

PATHWAY
Use Case Prioritization & Roadmap Agent

Converts a bank profile into a ranked GenAI roadmap in 90 seconds.

30× consulting productivity
BEFORE NOVA

Strategy consultants spend 6–9 months and AED 2–4M to produce a GenAI roadmap. Output is a slide deck — not an executable plan.

AFTER NOVA

PATHWAY ingests 12 bank parameters, scores 40 use cases on value vs. feasibility, and outputs a fully costed 18-month implementation plan.

GUARDIAN
Responsible AI Governance Agent

SAMA MRM reports, bias scorecards, and model drift alerts — automated.

100% audit coverage
BEFORE NOVA

Model Risk Management reports take 6–8 weeks per model. Bias audits are manual. Regulators have no real-time visibility into AI decisions.

AFTER NOVA

GUARDIAN maintains a live model registry, generates SAMA MRM reports on demand, and provides an immutable audit trail for every AI decision.

Business Case

AED 117M in 3-Year NPV.
Average Payback: 1.8 Months.

Every NOVA agent is backed by a fully costed business case with conservative assumptions validated against live GCC banking benchmarks.

AED 5M
Total Investment
AED 19.9M
Year 1 Returns
AED 50.4M
Year 3 Annual Returns
AED 117M
3-Year NPV
Use CaseInvestmentYear 1 ROIYear 2 ROIYear 3 ROI3yr NPVPayback
ARIA — Arabic Dispute ResolutionAED 1.2MAED 4.8MAED 12MAED 12MAED 28M1.2 mo
COMPASS — Regulatory IntelligenceAED 0.8MAED 1.6MAED 4MAED 4MAED 9M2.4 mo
LENS — Portfolio & FraudAED 1.5MAED 10.5MAED 26.4MAED 26.4MAED 62M0.7 mo
PATHWAY — Use Case RoadmapAED 0.6MAED 1.2MAED 3.2MAED 3.2MAED 7M2.3 mo
GUARDIAN — AI GovernanceAED 0.9MAED 1.8MAED 4.8MAED 4.8MAED 11M2.3 mo
TOTALAED 5MAED 19.9MAED 50.4MAED 50.4MAED 117M1.8 mo avg

All figures in AED. Based on Emirates NBD reference architecture (4.2M cardholders, AED 85B portfolio). Conservative assumptions validated against GCC banking benchmarks.

Trust & Sovereignty

Built for CBUAE & SAMA.
Zero Data Leaves the Bank.

NOVA runs entirely on-premises within the bank's sovereign infrastructure. No customer data, transaction records, or model outputs are transmitted to external clouds. Every decision is logged in an immutable audit trail accessible to CBUAE and SAMA examiners.

On-premises LLM stack — no external API calls
CBUAE & SAMA data localization compliant
Immutable audit trail for every AI decision
Full Arabic RTL — Gulf dialect fine-tuned
GUARDIAN bias scorecard on every model
NOVA SYSTEM ARCHITECTURE — ON-PREMISES
Core Banking · Card Management · CRM · Data Warehouse
↓ Encrypted internal APIs ↓
NOVA ORCHESTRATOR
Multi-Agent Coordination · Context Router · Audit Logger
ARIA
COMPASS
LENS
PATHWAY
GUARDIAN
↓ On-premises inference ↓
On-Premises LLM Stack · Arabic Fine-Tuned · Air-Gapped
100% Data Sovereign — No External Transmission
18-Month Roadmap

From Pilot to Full Production
in 18 Months.

A structured three-phase deployment that de-risks the programme, delivers measurable ROI from Month 7, and achieves full cross-agent orchestration by Month 18.

1
Phase 1 — Foundation
Month 1–6
  • Data infrastructure & on-premises LLM stack
  • GUARDIAN governance framework
  • ARIA Arabic NLP fine-tuning
  • COMPASS regulatory corpus ingestion
2
Phase 2 — Pilot
Month 7–12
  • ARIA production deployment
  • LENS portfolio analytics live
  • COMPASS board briefing automation
  • First ROI measurement cycle
3
Phase 3 — Scale
Month 13–18
  • PATHWAY consulting tool rollout
  • Full GUARDIAN audit trail
  • Cross-agent orchestration
  • Board-level AI governance reporting
Live Demo Available Now

Ready to See NOVA in Action?

Explore all five agents, interact with live LLM-powered demos, and see the full business case — built specifically for your institution.

Mastercard Advisors · Confidential — For Executive Review Only