RSI Gate
Qualifies direction and reversal conditions using momentum.
Momentum & volatility
Trading Technology & AI
Intelligent Trading Systems.
Intelligent Trading Systems.
Engineered Around Your Strategy.
From algorithmic strategies and AI-driven market analysis to configurable risk controls, validation pipelines and production infrastructure, AristoMax builds trading technology tailored to your requirements.
Trading system overview
- Configurable gates
- 20 in the library
- AI/ML models developed
- 17
- Platforms
- NinjaTrader 8 · MetaTrader · TradingView
- Instrument datasets
- MNQ · CL futures
Capability Overview
Complete trading technology — the strategy, the models and the infrastructure that runs them
Components can be taken individually, combined, or commissioned as a full production ecosystem. Each capability below links to the section that covers it in detail.
Configurable Gate Library
Twenty gates you can use alone or combine
Our trading systems combine configurable gates that assess momentum, volatility, volume, market structure, session timing, news exposure, order flow and risk. Each gate can be used independently as a standalone filter, or combined with others into a custom decision and risk-management workflow tailored to your methodology.
Stochastic RSI Gate
Confirms momentum acceleration, reversal or continuation.
Momentum & volatilityATR Gate
Adapts or filters activity to the current volatility range.
Momentum & volatilityVolatility Gate
Restricts trading when volatility sits outside the desired range.
Momentum & volatilityNoise Filter Gate
Blocks activity in choppy or statistically unfavourable conditions.
Momentum & volatilityVolume Gate
Requires adequate market participation before a signal is accepted.
Volume & order flowVWAP Gate
Assesses price behaviour relative to session VWAP.
Volume & order flowVolume Profile Gate
Identifies acceptance, rejection and liquidity zones from volume areas.
Volume & order flowOrder-Flow Gate
Qualifies market pressure from volume imbalance and participation.
Volume & order flowMarket Breadth Gate
Confirms or challenges direction using broad-market participation.
Volume & order flowInitial Balance Gate
Uses early-session range behaviour to assess breakout or rejection.
Market structureFair Value Gap Gate
Evaluates price imbalance zones as reaction or continuation areas.
Market structureMarket Structure Gate
Applies support, resistance, trend, range and order-block conditions.
Market structureRenko-Style Filter
Uses price-movement structure to reduce noise in trend confirmation.
Market structureTime and Session Gate
Limits activity to client-defined sessions and trading hours.
Session & economic eventsNews and Economic Event Gate
Reduces exposure around scheduled high-impact economic events.
Session & economic eventsAI Directional Confirmation Gate
Adds approved AI model output as a confirmation layer before entry.
AI & entry confirmationEntry Quality Gate
Accepts only entries meeting a defined quality threshold.
AI & entry confirmationSentiment and Positioning Gate
Adds market positioning and sentiment context as a decision filter.
AI & entry confirmationRisk Limit Gate
Enforces daily loss, profit, cooldown and trading-restriction rules.
Risk managementNo gates match that search. Try a different term or clear the filters.
Gates can be enabled individually, combined into a workflow, or customized for your instrument, trading style, session and risk policy.
AI Models
Models for directional analysis, execution timing and risk-aware trade management
AristoMax designs, trains, integrates, evaluates and deploys AI/ML models for algorithmic trading and market-analysis workflows, spanning directional analysis, execution timing, market context, signal validation, risk-aware trade management and decision support. Our AI work uses instrument-specific futures-market datasets including MNQ and CL, and models are evaluated separately for each market because volatility, liquidity, session behaviour and market drivers differ significantly.
LSTM Direction Model
Provides short-horizon directional context and expected market-range analysis using multi-timeframe market behavior.
TCN-Lite Execution Timing Model
Assesses very short-term direction, potential movement intensity, and execution timing to support intraday decision workflows.
Online Logistic Signal Classifier
Delivers fast, calibrated classification of potential upward, downward, or neutral market conditions for intraday signal support.
Macro TCN Market Context Model
Provides a broader market-direction context using daily market and economic information for higher-level decision support.
Hybrid TCN-Transformer Direction Model
Tests an alternative deep-learning architecture for short-term directional classification and expected price-range assessment.
Pretrained Time-Series Forecast Model
Produces short-horizon price-path and uncertainty estimates for model comparison, research, and forecast visualization.
Fine-Tunable Time-Series Forecast Model
Generates probabilistic short-horizon forecasts and is evaluated for potential improvement through instrument-specific adaptation.
Ensemble Signal Controller
Combines multiple directional-model outputs into a confidence-aware decision-support signal.
Market Regime Classification Model
Identifies conditions such as quiet, volatile, ranging, or trending to provide context for signals and risk decisions.
Behavioral Market Context Model
Provides a daily sentiment and positioning context to support higher-level market interpretation.
Intraday Behavioral Risk Model
Detects potential behavior-driven market conditions such as chasing, panic, exhaustion, and stop-run activity.
News Intelligence Model
Organizes financial news into topics, event clusters, and activity bursts to support market-context analysis.
Entry Quality Validation Model
Evaluates proposed trading setups to support a take-or-skip decision before an entry is approved.
Economic Event Timing Model
Evaluates trading-pause and resumption timing around scheduled high-impact economic events.
Adaptive Position Sizing Model
Evaluates position-sizing decisions using market context, trade state, and defined risk constraints.
Adaptive Trailing Stop Model
Evaluates dynamic protective-stop management for open positions under changing market conditions.
Breakeven Management Model
Evaluates when protective stops may be moved toward breakeven during an open trade.
Capability Map
Complete trading systems — not only individual strategies or indicators
Individual layers can be delivered independently. You may take the gate framework alone, add model services to an existing strategy, or commission the full ecosystem from market data through to a payment-enabled product website.
- Trading platforms
- NinjaTrader 8, C#, NinjaScript; MetaTrader (MQL); TradingView (Pine Script); custom strategies, indicators, automated order and risk logic, chart HUDs.
- AI / ML development
- Python, time-series and sequence modelling, model training, evaluation pipelines and inference services.
- Data and databases
- PostgreSQL, structured market, signal and trade data, audit trails, analytics datasets and data pipelines.
- APIs and integration
- REST APIs, WebSockets, webhooks, platform-to-server messaging, third-party data and payment integration.
- Infrastructure and DevOps
- VPS and cloud hosting, Linux, deployment automation, logging, monitoring and operational validation.
- Web platforms
- MERN / PERN stack, marketing websites, customer portals, dashboards, strategy and indicator sales platforms.
- Payment systems
- Checkout and payment-provider integration, order flow, subscription and digital-product delivery workflows.
- Reporting and dashboards
- Power BI, operational dashboards, trading metrics, system health and performance reporting.
Custom Trading Solutions
Start with one gate — or commission a complete ecosystem
Everything AristoMax builds is modular. You can begin with a single indicator, gate or model and extend over time, or commission a complete production trading ecosystem from the outset.
Ready-to-Use NinjaScript Strategies
Production-ready NinjaTrader 8 implementations of individual mechanical strategy gates or gate combinations, built for immediate integration.
Ready-to-Use AI Trading Models
Individual models, multiple models, or customized model combinations supporting a specific trading methodology and decision-making need.
Custom Strategy Development
End-to-end development of mechanical, algorithmic and AI-powered strategies from client-defined rules, methodologies and objectives.
Custom AI Model Development
Development, integration and fine-tuning of AI/ML models for specific trading signals, market data, analysis and decision support.
Strategy Optimization
Systematic optimization of strategy parameters and logic to improve robustness and consistency while minimizing overfitting.
Backtesting & Forward Testing
Historical backtesting and real-time forward testing to evaluate behaviour, validate assumptions and assess performance before deployment.
Trading System Deployment & Infrastructure
VPS setup, NinjaTrader environment configuration, database integration, automation, monitoring and DevOps for reliable live operation.
How an engagement works
- Share your trading idea, rules or existing system. A short scoping conversation establishes the objective and constraints.
- Discuss market, platform, data, risk policy and integrations. We confirm the instrument, trading style, sessions and the systems you already use.
- Agree on scope, deliverables and validation criteria. We return a written scope covering deliverables, validation criteria, deployment approach and review cycle.
- Develop and test the solution. Work proceeds in the agreed stages, with validation evidence provided before anything is promoted toward live use.
- Integrate, deploy and monitor according to the agreed plan. Rollout is controlled and simulation-first, with logs, health and performance tracked afterwards.
What delivery can include
Ready-to-use strategy gates, prebuilt AI models, or complete trading workflows.
Individual gates and AI models selected, combined, tuned or integrated according to your trading methodology.
Complete custom solutions developed from your rules, market data, risk requirements and deployment goals.
Strategy development, AI integration, testing, optimization, APIs, dashboards, databases, VPS deployment, monitoring, websites and payment-system integration.
Engagements ranging from a single indicator or gate to a complete production trading ecosystem.
Have a Trading System in Mind?
Tell us about your trading methodology, AI model, automation requirements or existing platform. We’ll discuss the technical scope, validation approach and a suitable delivery plan.
Or email info@aristomax.com · Call +91 846 931 1935