Metadata-Driven AI for Trusted
Risk Intelligence
FRG’s Risk Intelligence Platform gives you a coordinated AI team, basing our proprietary Risk Blueprints on a powerful business foundation. FRG builds the architecture directly on your business and risk context rather than fitting you into standard boxes with generic AI tools.
What sets the FRG Framework apart?
FRG Risk Blueprints
The unique Blueprint design is the brain of the Risk Platform. The Risk Blueprints enables your AI team to understand how to conduct risk processes in your environment. A blueprint could be as simple as a set of instructions telling the agents to run a model with specific parameters, or it could be a more complex step-by-step map of how to run a complete enterprise-wide stress testing cycle for all your strategies and portfolios.
Risk Blueprints are technology-agnostic and can be deployed with any risk platform.
How the Teams
Work For You
This video shows how the Digital Team, powered by risk metadata, can safely and efficiently migrate critical analytics code from an expensive legacy system to the platform of your choice while ensuring controls and context are preserved throughout the process.
EVOLVES CONTINUOUSLY
FRG AI / Risk Metadata
The heart of the FRG AI Team is the metadata layer that defines your organization —capturing definitions, ownership, governance, controls, cataloging of assets, and most importantly providing context to the AI team. The FRG Digital Risk Team and process flow continuously reference this metadata to guide reasoning, and actions at every step.
The FRG Risk Blueprints use their understanding on the business metadata layer that defines your organization. The Risk Metadata captures your business, definitions, ownership, governance, controls, catalogue of assets and provides context to the agents, which continuously reference this for reasoning and actions to take.
- Data Metadata
- Model Metadata
- Process Metadata
- Finance Metadata
- Regulatory Metadata
- Behavioral Metadata
- Budget Metadata
- Business Decisions Metadata
Together, they provide a single source of truth with full regulatory traceability, built-in governance and validation, and explainable decision making at scale.
Step by Step
How Risk Metadata Actively Guides AI Behavior
FRG’s risk metadata is not passive documentation. It actively guides AI behavior at every step:
1
Ingest
Agents retrieve relevant metadata from the catalogue at runtime
2
Reason
Metadata provides business context, rules, and decision boundaries
3
Act
Metadata provides business context, rules, and decision boundaries
4
Audit
Every action is logged back into a complete audit trail
5
Validate
Outputs are checked against governing metadata before release
6
Learn
Feedback enriches behavior, controls, and metadata over time
Your New “Junior” Consultants
A Digital Team for Every Dimension of Risk
The FRG Digital Risk Team comprises AI agents trained on financial risk, from regulatory capital frameworks and credit portfolio dynamics to ALM pricing and counterparty exposure analysis.
The AI agents represent an inter-connected system that collaborates with your existing teams. Our experts ensure that the multi-agent platform is continuously refined with new market knowledge, and that your data is safe and secure.
Request yours today
Meet Your Digital Risk Teams
Credit
From exposure-level PD, LGD, and EAD modelling to expected and unexpected credit loss, FRG's Credit Agent monitors, models, narrates, and displays your credit risk landscape in real time.
Capabilities: Loss Models, IFRS9, CECL, Stress Testing, Early Warning Alerts
Market
Monitors exposures across equity, rates, FX, and commodities. Calculates VaR and Expected Shortfall, surfaces limit breaches, and generates commentary-ready reports continuously.
Capabilities: VaR/ES, Greeks, FRTB, Scenarios, Limits, GAN-VAR
Regulatory
Tracking evolving regulatory requirements across Basel, ICCAP, IFRS9, CECL, FRTB, DORA, and beyond - mapping rule changes directly to your risk framework, flagging compliance gaps, and drafting impact assessments before your next board meeting.
Capabilities: Basel, ICAAP, Audit Trails, Impact Assessments
Portfolio
Synthesizes macro signals, portfolio exposures, and risk appetite to guide CRO's and senior risk officers - with board-ready reasoning they can stand behind and explain.
Capabilities: Macro Scenarios, Stress Testing, Risk Appetite, Optimization
Trust by Design
FRG’s design clearly defines strict boundaries between what AI agents are permitted to do and what remains exclusively under administrator control.
What Agents Control
Blueprints
- Process definitions
- Model configurations
- Data flows
- Validation rules
Everything an agent creates is a proposal subject to human review
What Admins Control
Everything Else
- Permissions
- Approval requirements
- Playpen boundaries
- Audit settings
- Everything external to blueprints
Agents can’t modify or override these settings
FAQ
Frequently Asked Questions
What is a Risk Blueprint?
FRG’s Risk Blueprints are the structured, readable instructions for your AI team. The FRG AI team is deployed with a full array of risk specific blueprints which are used by agents with specific risk skills to perform actions on your behalf. These blueprints are dynamic, evolving with your needs and changing business environments.
What is the FRG Digital Team?
The FRG Digital Team is simply software with the capability of reasoning, understanding its environment, working with other agents and using tools to achieve a specific goal. Simple but powerful, they operate in a cycle of reasoning and action, handling multi-step work efficiently. FRG’s Digital Team are specifically designed for financial risk workflows, such as credit, market, regulatory, and portfolio risk, while remaining governed by human oversight and risk controls.