Enterprise AI
Enterprise AI Platform
An AI-powered decision intelligence platform built for institutional trading and investment teams.
RMSM applies AI agents, retrieval, and orchestration across market, portfolio, risk, and research workflows — architected with the governance, auditability, and security enterprise financial institutions require.
AI Platform Overview
The RMSM AI ecosystem
Eight AI capability domains that compose into a single enterprise AI platform.
AI Agents
Autonomous and human-in-the-loop agents that assist research, analysis, and decision workflows.
Trading Intelligence
AI-assisted signal generation and strategy support across every connected venue.
Market Intelligence
Continuous AI-driven analysis of market data, news, and conditions.
Portfolio Intelligence
AI-assisted portfolio analytics, exposure, and performance insight.
Risk Intelligence
AI-assisted monitoring of exposure, margin, and limit conditions.
Research Intelligence
AI-assisted research synthesis across market, company, and macro data.
Executive Intelligence
AI-assisted summaries and insight for executive and desk-level oversight.
Workflow Automation
AI-assisted automation for recurring analysis, monitoring, and reporting tasks.
AI Capability Matrix
A broad, grounded set of AI capabilities
Decision Intelligence
Structured, explainable decision support grounded in live context.
Prediction
Forecasting and scoring support across market and portfolio signals.
Summarization
Condenses long-form research, filings, and reports into structured summaries.
Translation
Cross-language understanding for global market and research content.
Document Intelligence
Extraction and structuring of information from enterprise documents.
Research
AI-assisted synthesis across market, company, and macro research.
Knowledge Management
Organizes and surfaces enterprise knowledge for reuse across teams.
Reasoning
Multi-step reasoning over structured and unstructured enterprise data.
Planning
Task and workflow planning support for research and operations.
Automation
Automates recurring analysis, monitoring, and reporting workflows.
AI Agent Platform
Enterprise agents for every workflow
Trading Copilot
Assists trading desks with signal review, context, and workflow support.
Research Agent
Synthesizes research across market, company, and macro sources.
Market Analyst
Continuous AI-assisted analysis of market data and conditions.
Portfolio Assistant
AI-assisted portfolio analytics, exposure, and performance insight.
Risk Assistant
AI-assisted monitoring of exposure, margin, and limit conditions.
Executive Assistant
AI-assisted summaries and insight for executive oversight.
Operations Agent
AI-assisted automation for recurring operational workflows.
Enterprise AI Architecture
A layered AI architecture, end to end
From the presentation layer down to enterprise data sources — each layer has a clear, isolated responsibility.
Presentation
Web and admin applications — the enterprise UI layer trading desks interact with directly.
AI Copilot
The conversational and assistive layer surfacing AI capability directly inside the platform UI.
AI Orchestration
Coordinates agent planning, tool use, and execution across AI services.
AI Services
Model inference, scoring, and generation services underlying every AI capability.
AI Memory
Session, conversation, and long-term memory supporting contextual AI behavior.
Knowledge Base
Enterprise knowledge, documents, and reference data available to AI services.
Enterprise Data Sources
Market, portfolio, risk, and operational data underpinning every AI service.
AI Intelligence Modules
AI across every platform domain
AI Market Intelligence
AI-driven analysis of market data, conditions, and trends.
AI Trading Intelligence
AI-assisted signal generation and strategy support.
AI Portfolio Intelligence
AI-assisted portfolio analytics and performance insight.
AI Risk Intelligence
AI-assisted exposure, margin, and limit monitoring.
AI Signal Intelligence
AI-assisted evaluation and prioritization of trading signals.
AI News Intelligence
AI-assisted analysis of news and market-moving events.
AI Strategy Intelligence
AI-assisted strategy composition and evaluation support.
AI Executive Dashboard
AI-assisted summaries and insight for executive-level oversight.
AI Workflow Engine
Orchestrated, auditable AI workflows
AI Workflow Engine
Every AI-assisted workflow moves through the same governed pipeline.
- Planning
- Execution
- Human Approval
- Automation
- Audit
RAG & Enterprise Knowledge
Grounded in your enterprise knowledge
RAG & Enterprise Knowledge
Enterprise documents and data are ingested, embedded, and retrieved to ground every AI response.
- Document Ingestion
- Embeddings
- Vector Search
- Retrieval
- Enterprise Knowledge Base
AI Security & Governance
Enterprise-grade AI governance by default
RBAC
Granular role-based access control across every AI capability.
Human-in-the-loop
Human review and approval built into AI-assisted workflows where required.
Audit Logging
Every AI-assisted decision and action is logged and reviewable.
Observability
Structured logging, metrics, and tracing across every AI service.
Prompt Governance
Governance controls over prompts and AI-assisted workflows.
Model Governance
Governance and oversight across the models used by the platform.
Enterprise Security
Enterprise-grade security controls applied consistently across AI services.
AI Technology Stack
A modern, proven AI technology foundation
OpenAI
Large language model provider
Claude
Large language model provider
Gemini
Large language model provider
Ollama
Local/self-hosted model runtime
LangChain
LLM orchestration framework
Vector Database
Embedding storage and retrieval
Prisma
Type-safe data access
PostgreSQL
Primary data store
Redis
Caching and messaging
NestJS
API application framework
Next.js
Web application framework
Docker
Containerized deployment
TurboRepo
Monorepo build orchestration
AI Business Benefits
Business outcomes, not just AI features
Automation
Automates recurring research, analysis, and monitoring work.
Faster Decision Making
Context-grounded AI support accelerates every step of the decision workflow.
Operational Efficiency
AI-assisted workflows reduce manual, repetitive operational work.
Reduced Risk
Continuous AI-assisted monitoring supports earlier risk detection.
Higher Productivity
AI agents free up analyst and desk time for higher-value work.
Bring enterprise AI to your trading desk
Request an AI demo, or talk to our team about your AI governance and deployment requirements.