AOT is not a single model. It is a coordinated set of modules covering detection, interpretation, controls, and reporting.
Module 01Signal Fusion
Aggregates macro, rates, credit, volatility, sentiment, and on-chain data streams into normalized decision inputs.
Module 02Regime Engine
Classifies market states into tactical regimes so exposure and hedging logic adapt before dislocations widen.
Module 03Risk Guardrails
Applies drawdown, concentration, and liquidity constraints at portfolio and sleeve levels.
Module 04Allocation Layer
Produces scenario-aware allocation suggestions with confidence ranges rather than binary outputs.
Module 05Execution Logic
Converts strategy intent into paced execution sequences aligned to liquidity and volatility windows.
Module 06Review & Explainability
Records rationale, assumptions, and post-trade outcomes so advisory decisions remain auditable and explainable.
Input LayerMarket, macro, liquidity, and sentiment feeds are standardized into comparable time-series frames.
Interpretation LayerRegime scoring and stress-map logic evaluate how fragile or favorable current conditions are.
Action LayerAOT proposes allocation shifts, risk reductions, and pacing adjustments for advisor approval.
Oversight LayerAdvisors retain final authority, with compliance and client mandate checks before implementation.