Probability primitives
for any stack.
Voyons learns market dynamics from raw data. Generates calibrated scenario distributions via API. Infrastructure for funds, platforms, and autonomous agents.
Infrastructure in Action
From institutional desks to autonomous agents. One probability layer.
Pre-Trade Validation
Simulate trade outcomes across thousands of plausible futures.
Portfolio Stress Testing
Model portfolio behavior across extreme market regimes.
Multi-Asset Simulation
Correlated scenario generation across portfolios.
Regime Simulation
Model regime transitions and volatility expansions.
Probabilistic Analytics
Probability rings, confidence intervals, and directional scores from scenario distributions.
Live Market Scanning
Powers market scanners and probabilistic signal generators.
Two ways to access
API token with pre-purchased credits, or x402 pay-per-request with USDC on Base. No minimum commitment.
Core Systems
Learned Dynamics
No parametric priors. Learns directly from data. Adapts to regime shifts automatically.
Scenario Trees
Multi-horizon rollouts. Explore branching futures, compute probabilities.
Multi-Modal Fusion
Integrate OHLCV, on-chain, order flow, proprietary signals.
Regime Awareness
Models dynamics across volatility regimes and market conditions.
Calibrated Probabilities
Information-theoretic evaluation. Extropy-based scoring.
Flexible Integration
REST API, Python SDK, x402 pay-per-request. Hosted or private deployments.
EMBED THE PROBABILITY LAYER
Integrate calibrated scenario distributions into your stack. From consumer apps to institutional terminals.
Why Teams Choose Voyons
PROVEN IN PRODUCTION
CoinStats embedded Voyons for their 1M+ users. 100K+ daily scenario views, 1M+ weekly. Your integration can be live in days, not quarters.
CONTINUOUSLY IMPROVING
Monthly model releases. Every version evaluated head-to-head on live data. Your users get better predictions without you shipping anything.
MULTIPLE ACCESS PATHS
REST API with token auth. Python SDK. x402 pay-per-request for agents. White-label widgets. Pick what fits your stack.
Flexible Integration
API-FIRST
Direct access to simulation engine. REST + SDK. Enterprise SLA guarantees.
DEDICATED COMPUTE
Isolated clusters. Models fine-tuned on your data. Private deployment available.
WHITE-LABEL EXPERIENCE
Complete branding control. Custom domains. Your users experience premium AI under your brand.
Focus on your core product. We handle the simulation layer.
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 BUILDS ON VOYONS
Consumer apps. Trading desks. Autonomous agents. One probability layer.
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 Agent Builders & Autonomous Systems
PLANNING SUBSTRATE
- Agents query scenario distributions before acting
- Evaluate multiple action paths via simulation
- API-first for integration into agent loops
COUNTERFACTUAL EVALUATION
- "What if" queries across market scenarios
- Stress-test decisions before execution
- Risk surfaces for downstream optimization
AGENT-NATIVE ACCESS
- x402 pay-per-request: no API key, no account
- Composable with LLM agents and RL systems
- Structured outputs agents consume autonomously
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
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.
DEDICATED INFRASTRUCTURE
ISOLATED COMPUTE
Private clusters. Custom training pipelines. Data isolation guaranteed.
CUSTOM MODELS
Fine-tuned on proprietary data. Feature engineering for your use cases.
ENGINEERING ACCESS
Direct team access. Architecture reviews. Performance optimization.
READY TO DEPLOY?
Voyons powers live deployments for platforms with hundreds of thousands of users. We can do the same for your team.
LIVE MODEL EVALUATION
Continuous evaluation on live markets. Information-theoretic metrics. Real-time rankings on out-of-sample forecasts.
Top Ranked Models
Continuously evaluated
Glicko-2 rating system
Information Theory
Extropy-based scoring
Real-Time
Live market forecasts
No cherry-picked backtests. No survivorship bias. Continuous evaluation on live data. Public rankings.
Build on Voyons
Probability primitives for funds, platforms, and autonomous agents. API access or x402 pay-per-request.