
CRYPTO SIGNAL
AS A SERVICE.
Voyons delivers institutional-grade, probabilistic forecasts for crypto markets with transparent AI-driven insights.

VOYONS IN ACTION
The following examples demonstrate applications built with the Voyons API/SDK. Voyons provides the forecasting infrastructure and developers build custom implementations for their specific use cases.
SCENARIO ANALYSIS
Maps probability distributions across timeframes without approximations or parametric assumptions.
PORTFOLIO REBALANCING
Optimizes asset allocation for maximum risk-adjusted returns and portfolio stability.
MARKET SCREENER
Identifies volatility breakouts and regime shifts across multiple assets.
VOLATILITY FORECASTING
Predicts volatility regime shifts for advanced risk management and position sizing.
PROBABILITY CALCULATION
Quantifies market scenario probabilities using advanced Monte Carlo simulations.
CONVERSATIONAL INTERFACE
Delivers quantitative forecasts through natural language queries via API.
API ACCESS PLAYGROUND
Access the playground to test model parameters, evaluate output quality, and integrate with your systems before scaling usage.

POWER UNDER THE HOOD
SICK BIDE FRAMEWORK
Open-source paradigm for assumption-free distribution modeling. Combines GPU-accelerated probabilistic computations with binary-level data representation.
PROBABILISTIC FORECASTING
Uncertainty-aware predictions using Monte Carlo simulations for calibrated strategy development and comprehensive risk assessment.
EXTROPY-DRIVEN
Utilizes proper scoring rules and density estimation techniques to ensure well-calibrated probabilistic models for accurate forecasting.
MULTI-VARIATE ANALYSIS
Integrates OHLC data, blockchain analytics, and dynamic market conditions for comprehensive signal generation.
TEST-TIME SCALING
GPU-optimized infrastructure designed for high-performance processing of diverse financial and on-chain data sources.
OPEN SOURCE COMPONENTS
Transparent and extensible framework enabling community-driven innovation in predictive analytics for chaotic systems.

USE CASES
For Crypto Traders
ALGORITHMIC TRADING
- Real-time signals for automated execution
- Volatility regime classification
- Multi-asset correlation insights
PORTFOLIO MANAGEMENT
- Dynamic rebalancing strategies
- Risk-adjusted return forecasting
- Asset allocation optimization
TRADING STRATEGY R&D
- Monte Carlo backtesting & scenario stress tests
- Feature importance via simulation
- Evaluation across multiple timeframes & lags
For Crypto Platforms & Apps
AI-POWERED FEATURE INTEGRATION
- Offer predictive signals directly to users
- Forecast overlays for trading dashboards
- Add value to premium tiers with intelligent tools
CONVERSATIONAL FORECASTING
- Integrate Voyons into AI chat interfaces
- Enable smart market queries like "Will BTC flip?"
- Serve structured forecasts via API in natural language
EMBEDDED FORECASTING
- REST API or Python SDK integration
- Scale insights across mobile/web with minimal overhead
- Enable on-chain or cross-asset analytics at scale
EASY INTEGRATION
RESTFUL API
Clean, well-documented API endpoints for seamless integration with any platform.
PYTHON SDK
Official Python library for rapid integration into existing workflows.
ENTERPRISE SOLUTIONS
Custom integration support with dedicated infrastructure for institutional clients.
import duonlabs # Initialize client client = duonlabs.DuonLabs(token="YOUR_API_TOKEN") # Generate forecast forecast = client.forecast( pair="BTC/USDT", frequency="8h", n_steps="10" ) # Compute probabilities p_up = forecast.probability(lambda c: c["close"][-1] > c["open"][0]) p_drop = forecast.probability(lambda c: min(c["low"]) < forecast.cutoff_close * 0.95) # Extract scenarios bullish = forecast.highest("close") bearish = forecast.lowest("low")
GET STARTED
Join leading traders and institutions leveraging Voyons for advanced market forecasting.