Understand. Research.
Recommend. Act.
Lomarix Catalyst is the autonomous engine that understands your customer, researches beyond your organization, synthesizes intelligence from every source, and drives business action — across any industry. Financial advisory is just the first vertical. The pattern applies everywhere.
Great Decisions Require Coordinated Expertise
Whether it's advising a customer on investments, recommending an insurance policy, or proposing a B2B solution — the decision process requires synthesizing customer context, internal knowledge, and external research. Today, that coordination is manual, slow, and expensive.
Fragmented Expertise
Customer analysis, market research, compliance review, and action execution live in separate teams and systems. Coordinating them manually is slow, expensive, and error-prone.
Intelligence Lag
By the time market data, customer history, and internal policies are manually gathered and analyzed, the moment of opportunity has often passed.
Execution Risk
The gap between "recommendation" and "action" is where value is lost. Traditional advisory stops at advice. Catalyst moves the process forward — safely, with human approval.
Black-Box Recommendations
Most AI recommendation systems are opaque. You don't know why a suggestion was made. Catalyst shows the complete chain of thought — what data was analyzed, what reasoning was applied, what risks were considered.
Five Autonomous Roles, One Conversation
Catalyst orchestrates five domain-independent agent roles that collaborate to deliver end-to-end advisory — from understanding the customer to executing the business action.
Customer Intelligence Agent
Understands who the customer is — their profile, history, preferences, existing products, goals, and previous interactions. Builds a complete 360° view before any recommendation is made.
Analysis Agent
Analyzes historical transactions, behavioral patterns, existing products, usage data, and past outcomes. Whether it's a portfolio, claims history, purchase log, or contract database — this agent finds the signal in the data.
Research Agent
Looks beyond the organization's existing data. Market research, competitor analysis, product trends, regulatory updates, industry intelligence — this agent brings external context that internal systems cannot provide.
Enterprise Knowledge & Policy Agent
Brings organizational intelligence: compliance policies, product rules, pricing structures, eligibility criteria, historical performance data, and business constraints. Powered by Cortex — your enterprise knowledge engine.
Recommendation & Action Agent
Synthesizes everything into a clear proposal: what to recommend, why, with what evidence. Then engages the customer in dialogue, refines based on feedback, obtains approval, and executes the business action — with full traceability.
From Customer to Action — Autonomously
Catalyst's reasoning loop is fundamentally different from traditional recommendation engines. It doesn't just retrieve — it synthesizes, reasons, and acts.
Understand
Build a complete picture of the customer: profile, history, preferences, existing products, goals. Accept input via text, voice, documents, or structured data.
Analyze
Process historical transactions, behavioral patterns, and existing relationships. Identify trends, gaps, risks, and opportunities from the customer's own data.
Research
Look beyond the organization — market conditions, competitor offerings, regulatory changes, industry trends. Bring external intelligence that internal data alone cannot provide.
Reason
Synthesize customer context + internal knowledge + external research. Apply organizational policies and compliance rules. This is not retrieval — it's genuine multi-source reasoning.
Recommend
Generate a transparent, evidence-backed proposal. Explain the rationale, present alternatives, and quantify confidence. The customer sees exactly why this recommendation was made.
Engage
The customer can challenge, refine, or redirect. "I want lower risk." "Show me cheaper options." "I don't want this product." Catalyst reconsiders and regenerates — intelligently.
Act
Once approved, execute the business action — place the trade, initiate the policy, create the proposal, process the order. AI doesn't just recommend. It moves the process forward.
Financial Advisory — The First Vertical
Catalyst's first production deployment is a multi-agent wealth intelligence system. A supervisor agent coordinates four AI specialists — portfolio analysis, market research, trade execution, and financial planning — delivering institutional-grade advisory with ACID-compliant trade execution and mandatory human confirmation. This showcase proves the pattern that applies to every industry.
See the Financial Advisory DemoOne Engine, Every Advisory Domain
The same Catalyst architecture applies wherever a customer needs a decision backed by intelligence, research, and organizational knowledge.
Investment & Wealth Advisory
Understand portfolio → research markets → formulate recommendation → obtain approval → execute trade. Real-time market data, portfolio analysis, and ACID-compliant execution.
- Real-time portfolio health monitoring
- Market-event impact analysis
- Automated rebalancing with human confirmation
Policy & Coverage Advisory
Understand customer → analyze policy and claims history → research products → check eligibility and compliance → recommend optimal coverage → initiate policy.
- Multi-agent risk assessment
- Regulatory compliance validation
- Personalized coverage proposals
Personalized Product Recommendation
Understand customer preferences → analyze purchase history → research product trends → generate personalized offers → customer interaction → purchase completion.
- Deep behavioral analysis beyond clicks
- Cross-category product intelligence
- Conversational refinement of preferences
Account Expansion & Solution Proposals
Understand account → analyze contracts and usage → research market → identify expansion opportunity → formulate proposal → customer engagement → execute.
- Contract and usage pattern analysis
- Competitive displacement intelligence
- Automated proposal generation
Retention & Cross-sell
Identify at-risk customers → analyze engagement history → research alternatives → formulate retention strategy or cross-sell opportunity → engage → convert.
- Churn risk prediction with evidence
- Personalized retention offers
- Unmet need identification for cross-sell
Treatment & Care Advisory
Understand patient profile → analyze medical history → research treatment options → apply clinical guidelines → recommend care pathway → coordinate with providers.
- Evidence-based treatment recommendations
- Clinical guideline compliance
- Care coordination across providers
Beyond Recommendations — Autonomous Decisioning
Transparent
Every recommendation shows the complete chain of thought — what data was analyzed, what reasoning was applied, what risks were considered, and why this option was chosen.
Customer → Action
Catalyst doesn't stop at "here's what you should do." It engages the customer, refines the proposal, obtains approval, and executes the business action — safely and traceably.
Any Input Format
Customers can provide text, voice, documents, images, forms, or structured data. Catalyst processes it all — combining customer input with existing records and external intelligence.
Industry-Agnostic Pattern
The five-agent architecture is domain-independent. Finance, insurance, retail, B2B, healthcare — the same Understand → Research → Recommend → Act loop applies everywhere.
AI Doesn't Just Recommend. It Moves the Process Forward.
Catalyst proves that complex, multi-specialist advisory workflows can be orchestrated by AI — with full transparency, human controls, and safe execution. The five-agent architecture that powers financial advisory today will power insurance, retail, healthcare, and every advisory domain tomorrow. This is the future of customer decisioning.
See Catalyst in ActionBuilt on the Lomarix Platform
Catalyst asks questions. Cortex provides knowledge. Gateway governs AI access. Identity controls who can act. Droidons execute the business process.
Ready to Automate Customer Decisioning?
See how Catalyst's five autonomous agent roles can transform advisory workflows — from financial services to insurance to retail — in a 30-minute demo.