Domivar AI

Deep Dive

Comprehensive overview of the problem, our solution, customer personas, and technical architecture

The Problem

Traditional risk management systems are failing to meet the demands of modern finance

Legacy risk technology is static, expensive, and inaccessible

Traditional systems can't adapt to rapidly changing market conditions, nor are they functionally available to everyone who needs them.

Volatility requires real-time scenario generation

Markets move faster than ever, requiring instant risk assessment.

Regulators are demanding explainable AI & audit trails

Compliance requires transparent, traceable risk calculations and reasoning.

Talent shortages require smarter solutions

Teams need AI-powered tools to scale their capabilities.

Traditional AI models are inconsistent with numerical analysis

Rogue model hallucinations and irreproducibility are risks for less comprehensive AI systems.

Fragmented information pipelines

Position data, market feeds, and macro research context live in separate systems — stitching them together into usable insights wastes countless hours, introduces errors, and distracts stakeholders from addressing the real risk picture.

Our Solution – Domivar AI

Built by risk managers, for risk managers. Domivar generates nuanced, realistic scenarios for your portfolio utilizing both current and historical context. Natural language requests → comprehensive numerical and plain-English insights. Every result is explainable, accessible, and understandable. All in under a minute.

Scenario Generator

Specialized AI models build holistic, detailed scenarios from a simple user prompt to produce fully logical and explainable narratives.

Deterministic Quant Engine

Reproducible pricing with auditable logs. Currently supports FX spot, forwards, and options. Rates, crypto, equities coming soon.

Cross-Asset Correlations and Market Context

Combining real-time markets context with a dynamic mix of both correlated and idiosyncratic shocks to generate truly realistic states of the world

Simple integration: API, Slack Bot, Custom Webapp

JSON endpoints, Slack chat, instant PDF/CSV reports, custom viewer on demand.

Audit & Reproducibility

Automatically stores scenario generations, intermediate risk calculations, and full output insights for rock-solid auditability .

Platform-Ready Microservices

Modular, easy white-label into existing platforms.

How Domivar Works

Natural Language Query

"What if there is a hawkish surprise at the next FOMC?"

Data Ingestion

Portfolio + Business Data + Market Data + Current Macro Narratives

Scenario Generation

AI-powered shock modeling

Scenario 1

Narrative + Shocks

Scenario 2

Narrative + Shocks

Scenario 3

Narrative + Shocks

Scenario 4

Narrative + Shocks

Scenario 5

Narrative + Shocks

Quant Engine

Deterministic pricing & risk calculations

Explainable Results

Clear risk picture • Board-ready PDFs • Actionable insights • Audit trails

Less than 60 seconds end-to-end

Built for Every Front-Line Risk Manager

From real-time hedgers to long-horizon allocators—Domivar surfaces the exact scenario analysis they need, when they need them.

Corporate Treasuries

Rapid FX & rate shocks on cash-flow ladders; board-ready PDFs in minutes.

Asset Managers

Cross-asset "what-ifs" for funds without six-figure vendor bills.

Portfolio Managers

Intraday stress re-pricing on directional or vol books with zero latency.

Brokers and Consultants

White-label risk insights that deepen client stickiness & upsell advisory.

Banks & Dealers

Reg-compliant scenario libraries with deterministic replay for audit.

Family Offices

One-click scenario analysis with no quant team required.

FinTech Partners

Drop-in micro-services to enrich existing platforms.

Regulators & Auditors

Cryptographically hashed logs ensure full traceability of every result.

Technical Deep Dive

Comprehensive technical overview

Technology Stack

Python
FastAPI
LangGraph
Railway
Vercel Edge
GPT-4o
PostgreSQL
Redis
# Domivar AI Architecture
├── NL Processing
├── Scenario Generation
├── Quant Engine (Python/NumPy)
├── API Layer (FastAPI)
├── Workflow Engine (LangGraph)
├── Data Store (Railway/PostgreSQL)
├── Frontend (Next.js/Vercel)
└── Output Layer (PDF/Slack/Custom Webapp)

Development Timeline

Core NL Engine
Month 1-3
✅ Complete
Multi-Agent Scenario Generator
Month 1-3
✅ Complete
Quant Pricing Module
Month 3-4
✅ Complete
API & Slack Integration
Month 4-5
✅ Complete
Audit & Replay System
Month 4-5
✅ Complete
OEM & White-label
Month 5-6
✅ Complete
Enterprise Deployment
Month 6
🚀 Live
✨ Solo-shipped in 6 months

Ready to Transform Your Risk Management?

Join the future of AI-powered risk intelligence. Get started with Domivar AI today.