MARKET SIMULATIONS
AS A SERVICE.
Scenario-based forecasting for high-variance markets. Simulate thousands of futures per second. Where traditional models fail, Voyons adapts.
FOR FUNDS
Pre-trade validation. Stress-test execution. Scenario-based risk models.
FOR TRADERS
Test positions across thousands of futures. Quantify tail risks.
FOR PLATFORMS
Integrate AI forecasting. Power users with institutional tools.
VOYONS IN ACTION
From institutional trading desks to consumer crypto apps. See how different organizations leverage Voyons' simulation infrastructure.
PRE-TRADE VALIDATION
Simulate trade outcomes across thousands of plausible futures. Validate strategies beyond historical backtests.
PORTFOLIO STRESS TESTING
Model portfolio behavior across extreme market regimes. Scenario-based risk analysis for institutional scale.
MULTI-ASSET SIMULATION
Correlated scenario generation across portfolios. Integrate heterogeneous data: market data, on-chain, order flow, custom signals.
REGIME SIMULATION
Model market regime transitions and volatility expansions. Test strategies across all possible market conditions.
AI-POWERED ANALYTICS
Surface actionable insights from complex simulations. Perfect for platform features like "AI Trade Assistant".
REAL-TIME FORECASTING
Powers live market scanners and signal generators. Updates every few seconds across hundreds of assets.
START WITH SELF-SERVICE
Test simulations, explore integration options, access documentation. Usage-based pricing perfect for startups and experiments.
POWER UNDER THE HOOD
ASSUMPTION-FREE MODELING
No priors, no parametric constraints. Learns directly from data. Captures regime shifts, structural breaks, and edge cases as they occur.
SCENARIO DISTRIBUTIONS
Returns thousands of plausible futures, not single predictions. Stress-test any trade. Quantify arbitrary event probabilities.
MULTI-MODAL DATA FUSION
Integrate OHLCV, on-chain metrics, order flow, proprietary signals. Learns joint dynamics without manual feature engineering.
HIGH-VARIANCE ENVIRONMENTS
Built for crypto's non-stationarity. Adapts to regime shifts and structural breaks where traditional statistical models fail.
CALIBRATED PROBABILITIES
Information-theoretic evaluation ensures well-calibrated outputs. Extropy-based scoring for forecast quality.
FLEXIBLE INTEGRATION
REST API, Python SDK, or dedicated infrastructure. Fits your existing quant stack. Hosted or private deployments.
POWER YOUR PLATFORM WITH AI FORECASTING
Integrate Voyons to offer institutional-grade scenario simulations to your users. White-label our infrastructure or build custom experiences.
Why Platforms Choose Voyons
INSTANT AI FEATURES
Add live forecasting to your platform in days. From market scanners to signal generators - proven in production.
DIFFERENTIATE & MONETIZE
Offer premium features competitors can't match. Create new revenue streams with advanced analytics tiers.
PROVEN INFRASTRUCTURE
Battle-tested by institutional clients. Scales to millions of simulations. Enterprise SLAs included.
Institutional-Grade Infrastructure
SEAMLESS API INTEGRATION
Direct access to scenario simulation engine. Production-ready infrastructure. Enterprise SLA guarantees.
CUSTOM MODEL DEPLOYMENT
Dedicated compute clusters. Models fine-tuned on your specific datasets and requirements.
WHITE-LABEL EXPERIENCE
Complete branding control. Custom domains. Your users experience premium AI under your brand.
Transform your platform with institutional-grade forecasting infrastructure. Focus on your core business while we power the AI.
USAGE-BASED PRICING
Start small with pay-as-you-go. Scale to millions of scenario simulations. Transparent pricing per API call.
ENTERPRISE PLANS
Dedicated infrastructure, custom models, priority support. Annual contracts tailored to your needs.
WHITE-LABEL OPTIONS
Full branding control and integration support.
WHO USES VOYONS
From consumer apps to institutional trading desks. One powerful infrastructure.
For Institutional Traders & Funds
PRE-TRADE VALIDATION
- Test every trade across 10,000+ scenarios
- Quantify downside risk before execution
- Validate position sizing with confidence intervals
STRATEGY BACKTESTING 2.0
- Scenario-driven backtesting beyond historical data
- Test strategies in never-seen market conditions
- Calibrated results you can trust
RISK & COMPLIANCE
- Institutional-grade risk metrics
- Stress test portfolios for compliance
- Audit trail for every simulation
For Crypto Platforms & Infrastructure
SMART ORDER ROUTING
- Simulate execution paths before routing
- Optimize for slippage and market impact
- API-first infrastructure for real-time decisions
ADVANCED ANALYTICS FEATURES
- Offer institutional-grade simulations to users
- Differentiate with AI-powered trade analysis
- White-label simulation infrastructure
MARKET MAKING & LIQUIDITY
- Simulate order book dynamics
- Test market making strategies at scale
- Optimize inventory risk in real-time
FLEXIBLE INTEGRATION
BASIC FORECASTING
# Install: pip install duonlabs import os import duonlabs client = duonlabs.DuonLabs(token=os.environ['DUONLABS_TOKEN']) # Generate forecast forecast = client.forecast( pair='BTC/USDT', frequency='8h', model='voyons-tiny' ) # Compute probabilities p_green = forecast.probability( lambda c: c['close'][0] > c['open'][0] ) # Extract scenarios worst_case = forecast.lowest('low')
CUSTOM DATA INTEGRATION
# Use with custom data import ccxt import numpy as np binance = ccxt.binance() pair, frequency = 'SOL/USDT', '5m' candles = binance.fetch_ohlcv(pair, frequency, limit=120) forecast = client.forecast( pair=pair, frequency=frequency, candles=candles, n_steps=20, n_scenarios=256 ) # Advanced analytics exp_return = forecast.expectation( lambda c: (c["close"][-1] - forecast.cutoff_close) / forecast.cutoff_close )
INTEGRATION CAPABILITIES
ADVANCED ANALYTICS
Calculate probabilities for any market scenario. Extract best/worst cases and analyze tail events from thousands of scenario simulations.
PRODUCTION READY
Full-featured Python SDK with REST API, flexible integration capabilities, and production-ready infrastructure.
ENTERPRISE SCALE
Dedicated infrastructure with priority support. Custom models and expectation value computation. Annual contracts available.
SCALED INFRASTRUCTURE
DEDICATED RESOURCES
Isolated compute clusters. Custom model training pipelines. Your data never touches shared infrastructure.
TAILORED MODELS
Models fine-tuned on your proprietary datasets. Feature engineering aligned with your specific use cases.
DIRECT SUPPORT
Engineering team access. Architecture reviews and performance optimization.
READY TO SCALE?
Join financial institutions already using our enterprise platform for mission-critical forecasting and risk management.
LIVE MODEL RANKINGS
All Voyons models are continuously evaluated on live crypto markets. Head-to-head comparisons using information-theoretic metrics. Rankings updated in real-time based on out-of-sample forecast quality.
Top Ranked Models
Continuously evaluated
Glicko-2 rating system
Information Theory
Extropy-based scoring
Real-Time
Live market forecasts
Transparent Performance: Every Voyons model is battle-tested against real market conditions. No cherry-picked backtests. No survivorship bias. Just continuous evaluation on live data with public rankings.
GET STARTED
The simulation infrastructure behind live forecasting apps, trading platforms, and institutional desks.