AI-assisted quantitative market intelligence

Quantitative markets.
Explainable intelligence.

DYK Trading combines systematic models, machine learning, market-regime analysis, liquidity and risk controls with an AI reasoning layer designed to make quantitative investment research more transparent, auditable and accessible.

research / signal-explanation

› Explain why the signal was accepted.

regime: trend

model_confidence: 0.76

liquidity_toxicity: within limit

risk_reward: acceptable

The quantitative stack is aligned: trend and model confidence support the opportunity, while liquidity and portfolio constraints remain within deterministic limits. AI reasoning provides context and explanation; it does not bypass execution controls.

Illustrative quantitative score
82
RegimeTrend
RiskControlled
ModelConfirmed
LiquidityHealthy
Illustrative interface — not investment advice.
Platform

One analytical layer across signals, models, risk and research.

DYK Trading is designed as a modular quantitative research and decision-support platform, initially focused on Borsa Istanbul and built to support additional markets over time.

01

Quantitative Signals

Systematic screening and scoring using statistical, technical, trend, momentum, volatility and market-structure inputs.

02

Machine Learning

Model pipelines and confidence-aware analysis designed to complement deterministic market logic rather than replace it.

03

Regime Intelligence

Market-regime context helps strategies distinguish trending, ranging and unusually volatile conditions.

04

Portfolio Risk

Position, exposure, volatility, concentration and liquidity-aware controls evaluated at portfolio level.

05

Backtest & Paper Trading

Historical evaluation and controlled simulation environments support research before any production execution path.

06

Auditability

Structured services, logs and decision traces are designed to make analytical outputs reviewable and explainable.

Claude integration

AI reasoning above — not instead of — quantitative controls.

DYK Trading is integrating Claude as a reasoning and research layer above structured market, model and portfolio outputs. Numerical calculations, risk limits and execution controls remain deterministic.

✓Signal explanation: identify supporting, opposing and rejected factors.
✓Market intelligence: combine structured analytics with contextual financial information.
✓Portfolio risk copilot: interpret exposure, concentration, volatility and regime risk.
✓Post-trade analysis: compare expected and realized behavior for research and review.
✓Natural-language research: query approved quantitative tools through a conversational interface.
Claude Intelligence LayerReasoning · explanation · research · contextual analysis
Quantitative Decision LayerSignals · model confidence · regime analysis · statistical indicators
Portfolio & Risk LayerExposure · concentration · volatility · liquidity · limits
Research & Simulation LayerBacktesting · paper trading · execution simulation · post-trade review
Market & Data LayerMarket data · financial information · corporate disclosures · derived features
Responsible financial AI

Human oversight and deterministic safeguards by design.

The architecture separates AI-generated reasoning from financial execution authority. Claude may explain or contextualize system outputs, but cannot independently bypass portfolio, market-session or risk controls.

✓Deterministic portfolio and position limits
✓Paper and simulation-first validation paths
✓Human approval available for higher-risk workflows
✓Traceable model and system outputs
✓AI analysis treated as decision support, not guaranteed financial advice
Research stack

Built for multi-model quantitative analysis.

The research environment is designed to combine complementary methodologies instead of relying on a single indicator or model.

Statistical & anomaly analysis

Robust statistical scoring, anomaly detection and feature-level analysis for unusual market behavior.

Trend & volatility

EMA structures, SuperTrend, ADX, ATR and related techniques for trend confirmation and volatility-aware risk.

Market microstructure

Liquidity, toxicity and order-flow research can be evaluated under controlled data and simulation constraints.

Regime modelling

Rule-based and model-assisted regime identification helps adapt analysis to changing market conditions.

Portfolio optimization

Research-oriented allocation and constraint frameworks can evaluate diversification, exposure and concentration.

Execution research

Execution quality and advanced policies are evaluated in simulation or shadow environments before production use.

Company

Developed by Alchemist Sanayi ve Ticaret Limited Şirketi.

Product
DYK Trading
Legal entity
Alchemist Sanayi ve Ticaret Limited Şirketi
Registered address
Ehlibeyt Mahallesi, Tekstilciler Caddesi No: 35/7, Çankaya, Ankara, Türkiye
Tax office
Başkent Vergi Dairesi
Tax number
0501186145
Trade registry
Ankara — 453947
Contact

Corporate contact.

Before public launch, activate a company email address on the same domain as this website. The suggested address below is a placeholder until the domain is purchased and configured.

Suggested:
hello@dyktrading.com

Do not publish this email until the domain is owned and mail service is active.