AI² Investment ControlOS
Powered by Frida: A unified decision control system that governs how investment decisions are made through enforceable risk and policy constraints; keeping portfolios inside your rules across all market conditions.
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Powered by FRIDA, Acumentica’s AI² Investment ControlOS operates as a unified investment control plane designed for institutional decision-making.

The system brings together predictive market intelligence, portfolio optimization, and decision governance into a single, coordinated framework. Rather than treating forecasting, optimization, and risk as separate tools, Acumentica governs how they interact; ensuring decisions are evaluated and executed within explicit risk, policy, and mandate constraints.

FRIDA acts as supervisory intelligence over the system. It does not execute trades.
Instead, it governs objectives, risk posture, and constraint enforcement; so investment strategies remain disciplined, explainable, and aligned with intent across all market conditions.

The result is an investment operating system that transforms insight into controlled, risk-aware action, keeping strategies inside the rules—especially when markets change.

Our OS at a glance

Modular Control Stack. Intelligence feeds the system. Control governs the decision.

Choose only the modules you need. Activate the full stack when ready.

Control

Govern decisions. Enforce discipline. Act with precision
Transform intelligence into controlled risk-aware decisions through explicit objectives, constraints, and feedback.

Investment ControlOS

A governable, explainable, feedback-driven operating system that decides how capital should be behave under uncertainty.

Control Now

Agentive

From intelligence into controlled action
Design, govern, and execute data-driven strategies using neuro AI agents that optimize decisions, enforce constraints, and act within your portfolio’s control framework.

Neuro Precision AI

Unified decision framework that integrated predictive intelligence, prescriptive optimization, and risk constraints to govern holistic investment strategies.

Converse Now

Quantitative

Understand what the numbers are saying
AI-powered technical, valuation, forecasting, and portfolio decision systems that uncover price trends, risk, and opportunity — fast and data-backed.

PredictOS

Forecast stock prices and trends with high-efficacy. AI models trained on vast dataset, reducing missed gains in 2026 volatility.

Predict Now

BreakoutOS

Identifies and predicts high-potential moves ahead, turning technical trends into profitable, low-effort trades. Detect breakout stocks early with anomaly detection AI.

Breakout Now

ValuCoreOS

Ensure accurate long-term valuations, supporting stable growth amid economic shifts.

Valuate Now

OptimizerOS

Optimize asset allocation for maximum returns and minimal risk. Maximizes gains with controlled exposure.

Optimize Now

PrescriptOS

Get actionable research paths, and recommendation while aligning with your risk profile and goals.

Prescript Now

TechSignalOS

Identifies high-potential moves ahead, turning technical trends into profitable, low-effort trades.

Detect Now

Qualitative

See what people and narratives are signaling
Capture investor sentiment, market psychology, and news-driven catalysts to time entries, exits, and conviction plays more effectively.

NewsSignalOS

Analyze real-time news for sentiment impact on market movements.

Hear Now

SocialSignalOS

Leverage real-time social trends to predict public/institutional moods, volatility and opportunities.

Sense Now

GTM

Anticipate and govern customer growth, market momentum, and competitive pressure in real time – before they appear in financial results.

Track Now

MacroOS

Integrate global economic factors into your investment decisions. Visualize big-picture resilience, aiding diversified strategies in 2026 economic landscape.

Econ Now

What Makes Us Different?

Built for Decision Control, Not Just Analytics.

Your Investment GROWTH Is Our Success

Built For Control

Acumentica was not designed as a feature-driven investment platform.

It was engineered as decision infrastructure.

Control architecture first

The system is built around continuous feedback, policy enforcement, and governed decision flow; not dashboards or signals.

Governance separated from execution

Supervisory intelligence (Neuro Precision AI) governs objectives and constraints, while deterministic engines execute decisions.

Closed-loop by design

Market outcomes feed directly back into state estimation and policy adjustment. Nothing operates in isolation.

Explainable and auditable

Every decision, constraint, and outcome is traceable and defensible — by design, not by after-the-fact reporting.

This is not incremental improvement. It is architectural differentiation.

Decision Control System

Acumentica is engineered as a decision control system; not an analytics or insight platform.

It governs how investment decisions are made by:

Continuously estimating market state across multiple signals

The system fuses technical, macro, fundamental, event, and sentiment inputs into a unified, continuously updated market state that decisions are based on; not isolated indicators.

Enforcing policy, risk, and mandate constraints at decision time

All portfolio actions are evaluated and constrained in real time against explicit risk limits, mandates, and governance rules before any decision is allowed to proceed.

Actuating portfolio changes deterministically

Approved decisions are executed through deterministic optimization engines that translate intent into precise portfolio actions without opaque or autonomous AI execution.

Adapting decisions through closed-loop feedback

Market outcomes are fed back into the system to update state estimates and control parameters, allowing decision policies to adapt over time based on real-world results.

Every decision is controlled, traceable, and accountable by design.

Control Plane Architecture

Not just analytics; an enforceable policy layer that governs portfolio decisions end-to-end.
It approves / blocks / resizes / de-risks recommendations against your mandate before anything is acted on externally.

Constraint-First Decision Governance

Recommendations are generated inside policy guardrails—no “optimize first, then check.”
Controls include sector/factor caps, max drawdown (path risk), tail risk, liquidity limits, and shorting/leverage rules.

Agentive Oversight

Always-on agents monitor regimes and events, detect exceptions, and generate playbooks (de-risk, hedge suggestion, rebalance targets, stand-down) with full rationale.

Key Benefits Of Our AI² Investment ControlOS

Limit Drawdowns
Enforce drawdown rules and de-risk triggers before losses compound.
Govern Risk Proactively
VaR/CVaR + stress constraints guard the portfolio under volatility.
Reduce “Human Drift”
Prescriptive analytics for informed decision-making.
Explain Every Action
Audit-ready lineage from data → rule → decision.
Scale Across Portfolios
One control framework for multiple accounts, strategies, and mandates.

Unlock Your Benefits

Business Intelligence

How Our AI² Investment ControlOS Works

Investment Control PrecisionOS doesn’t try to produce “more signals.”
It governs whether action is allowed using real-time risk, regime, and constraint intelligence.

We bring together portfolio science, risk modeling, and AI to:

Ingest multi-signal inputs (price, fundamentals, macro, sentiment, events)
Detect regimes and risk conditions (volatility, correlation, liquidity, tail risk)
Apply enforceable constraints (exposure caps, drawdown/path risk, liquidity limits, shorting/leverage rules)
Output policy-gated recommendations with full rationale: trigger → rule → decision → action

Built with modern AI and quantitative methods, including machine learning, deep learning, NLP, stochastic modeling, and robust optimization—focused on decision governance, not trade execution.

Our 3 Step Process is Super Quick And Easy!

Set Your Goals

Define your portfolio rules and constraints (exposure, drawdown, liquidity, leverage, goals).

Get Policy-Gated Recomnedations

The system evaluates signals, regimes, and event risk to produce compliant actions with rationale.

Monitor And Improve

Track constraint health, risk posture, and decision outcomes in a real-time control dashboard.

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We Solve The Hardest Problem In Investing: Keeping Alpha While Staying Inside the Guardrails

Catalyze forward from gaining insights to achieving CONTROL

Can we pursue growth without
violating exposure constraints?

What is the future price of a stock?

Curious To Learn About Your Next
Investment?

When should I buy and sell?

What is my ROI going to be?

What assets should I invest in?

What should we stand down from and for
how long?

What factors are affecting our portfolio?

Did the market regime change and should our controls tighten ?

Where is our portfolio most vulnerable to tail risk?

AGI Investment Research Labs

Where Investment Ideas Shape Tomorrow.

AI² Investment ControlOS