Trainable Financial AI

Make Any Financial Action Trainable

UV Labs creates environments that capture decision episodes across the full spectrum of financial operations. Whatever action you need AI to perform, we make it trainable.

Trainable Actions by Domain

Trading & Execution

  • Entry and exit timing
  • Position sizing decisions
  • Order type selection
  • Stop-loss and take-profit placement
  • Multi-leg strategy execution
  • Slippage optimization

Portfolio Management

  • Asset allocation decisions
  • Rebalancing triggers and execution
  • Tax-loss harvesting
  • Cash vs invested allocation
  • Sector and factor exposure
  • Correlation-aware positioning

Risk Management

  • Position limit enforcement
  • Hedging decisions
  • Drawdown response strategies
  • Margin and leverage management
  • Concentration risk monitoring
  • Regime change detection

DeFi Operations

  • Yield farming optimization
  • Liquidity provision decisions
  • Bridge and route selection
  • Gas and timing optimization
  • Protocol risk assessment
  • MEV protection strategies

Payments & Banking

  • Payment routing decisions
  • FX conversion timing
  • Fraud detection and blocking
  • Fee optimization
  • Batch payment grouping
  • Settlement timing

Lending & Credit

  • Credit approval decisions
  • Loan pricing and terms
  • Collateral management
  • Default prediction and response
  • Collection strategy selection
  • Refinancing recommendations

Wealth Advisory

  • Investment recommendations
  • Goal-based financial planning
  • Retirement withdrawal strategies
  • Tax-efficient investing
  • Insurance coverage decisions
  • Estate planning guidance

Compliance & Safety

  • KYC/AML decisions
  • Transaction monitoring
  • Regulatory reporting triggers
  • Policy violation detection
  • Escalation decisions
  • Audit trail generation

From Action to Trained Model

1

Define the Environment

We build a Gym-compatible environment around your financial action, capturing all relevant state and valid action spaces.

2

Capture Decision Episodes

Episodes record complete decision sequences: context, reasoning traces, actions taken, and verified outcomes.

3

Train & Deploy

Use episodes for supervised fine-tuning, RLHF, or offline RL. Deploy models that perform your financial actions reliably.

Get Started

What Action Do You Need to Train?

Tell us about the financial capability you're building. We'll show you how to make it trainable.

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