Riyadh · Doha · Dubai · London
Home What We Do Services Training Research Agents Tools About Book a Free Briefing →
Working Prototypes

AI Agents for Banking

Most advisory firms show you slides about agentic AI. We build the agents. Select a scenario, click "Run Agent", and watch it work — step-by-step reasoning, real outputs, full audit trail.

5
Agent Prototypes
15
Pre-Built Scenarios
42
Use Cases Mapped

Try the Agents

Each prototype runs 3 realistic GCC banking scenarios. Select, click, and watch the agent reason through the workflow.

Revenue Monetisation
📄

Credit Memo Agent

Analyses company financials, extracts key ratios, flags credit risks, and drafts a structured credit memorandum — complete with recommendation and conditions precedent.

90 sec
vs 4–6 hours
12
Ratios computed
3
Scenarios
Try the prototype →
Sovereign AI
📊

Board AI Report Generator

Benchmarks the bank against peers, sizes AI opportunity across 4 value levers, prioritises use cases, identifies risks, and generates a board-ready AI strategy report with 90-day roadmap.

7 steps
Full workflow
4
Value levers
3
Bank profiles
Try the prototype →
Governance & Risk
🛡️

Regulatory Gap Analyzer

Scans the bank's AI governance posture against SAMA, SDAIA, CBUAE, and QCB frameworks — mapping every gap, scoring readiness per domain, and generating a prioritised 30/60/90-day remediation roadmap.

94
Controls scanned
4
Frameworks
6 min
vs 8–12 weeks
Try the prototype →
Capital Efficiency
⚠️

Model Risk Scorecard

Assesses AI model risk across 6 dimensions — data quality, performance stability, bias, explainability, operational resilience, and governance maturity — producing a validated risk tier with remediation priorities.

6
Risk dimensions
SR 11-7
Grade framework
3 min
vs 2–3 weeks
Try the prototype →
Risk & Compliance
🔍

KYC Enhanced Due Diligence

Conducts full EDD investigations — tracing beneficial ownership, screening sanctions and PEP databases, analysing source of wealth, and generating a risk-scored report ready for MLRO sign-off.

12
Sources checked
4 min
vs 3–5 days
100%
Audit trail
Try the prototype →

Investment Bank Agent Ecosystem

Interactive heatmap of 42 agentic AI use cases across 7 investment banking divisions. Filter by complexity, criticality, and value lever. Understand where agents create the most impact — and where to start.

42
Use Cases
7
Divisions
3
Horizons
Explore the Map
Global Markets
Investment Banking
Risk Mgmt
Wealth Mgmt
Operations
Compliance
Tech & Data
Treasury
Credit Risk

How We Deploy Agents

1

Identify

Map your highest-value agent opportunities using the Ecosystem Map. Score by impact, feasibility, and regulatory readiness.

2

Prototype

Build a working prototype in 2–4 weeks. Real scenarios, real data shapes, real outputs — not mockups or slide decks.

3

Govern

Wrap each agent in your governance framework — model risk scoring, explainability, audit trail, and human-in-the-loop controls.

4

Scale

Move to production with API integration, monitoring, and change management. Measure value. Expand the agent portfolio.

Ready to build your agent portfolio?

30-minute briefing. No slides. We'll map where agents can create the most value for your institution.

Book a Free Briefing →
Book a Free 30-Min Briefing →