QMI Consulting · Advisory & Build

Institutional AI trading infrastructure, built by people who deploy it in live markets.

We design, build, and deploy the systematic research, signal generation, and risk infrastructure that powers AI-driven trading — for funds and institutions that want results, not slideware. Your desk keeps execution and custody.

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01 / Services

A complete systematic-trading stack — across the full decision lifecycle.

We don't sell a course or a deck. We embed with your team and ship production systems: research pipelines, execution infrastructure, and the risk controls that keep them safe.

01.

AI Trading Infrastructure

Design and deploy autonomous, cloud-based signal infrastructure that runs 24/7 — generating clean entries and exits for your desk to execute, with no human error and no emotional override.

Multi-exchange order routing & broker integration
Real-time position, balance & P&L tracking
Circuit breakers and exchange health monitoring

02.

Strategy Research & Optimization

Proprietary distributed genetic algorithms that evaluate millions of parameter sets — backtested across regimes before a single dollar goes live.

Distributed genetic-algorithm optimization
Walk-forward & multi-regime backtesting
LLM-guided strategy pruning

03.

Risk Management Systems

AI-optimized position sizing, drawdown ceilings, and per-symbol exposure limits — tuned per strategy and monitored continuously.

Pre-trade risk engine with hard limits
Drawdown ceilings & exposure caps
Stress testing & scenario modelling

04.

AI Integration & Automation

Embed AI directly into your existing research workflow — surfacing signal earlier and executing faster without rebuilding your stack.

Natural-language research & query layers
Data pipeline & reporting automation
QuantStats analytics & tear-sheet generation

02 / How We Work

An engagement model
built to ship.

We layer onto your existing process — enhancing it, not replacing it. Decision authority stays with you; we build the systems that make your team faster and more disciplined.

Discovery & Audit

We map your current research, execution, and risk workflow — identifying where AI and automation create the most leverage.

Architecture & Design

A bespoke systems blueprint: data flows, model integration, hardware-software co-design, and the risk controls that govern it all.

Build & Integrate

We embed with your team and ship production code — backtested, audited, and integrated into your existing infrastructure.

Deploy & Monitor

Live deployment with continuous monitoring, circuit breakers, and nightly analytics — plus ongoing optimization support.

03 / The Team

Bloomberg veterans who build
and deploy in live markets.

AI experts who can't invest and investors who can't use AI are everywhere. Our team does both — decades of combined experience across quantitative strategy, AI automation, and institutional infrastructure.

Eoghan Leahy

Founder & CEO

Author, Wiley (AI-Powered Bitcoin Trading, 2024). Former Bloomberg quant strategy & crypto specialist. BloombergGPT contributor. Chair, UAE Technical Analysis Society.

Bloomberg · BloombergGPT

Warren Kavanagh

Chief Technology Officer

Founder of Aweb Digital — a SaaS, Cloud, AI & Automation agency serving top-tier corporate clients. Expert in automation, AI integration, and product lifecycle management.

Aweb Digital · Cloud & AI

Maurizio Pietrini

Chief Product Engineer

Former Bloomberg quant strategy product manager. Builds bespoke systematic pipelines from research signal to live delivery.

Bloomberg · Quant Product

Niall Dennehy

Advisor

Serial founder of AID:Tech and Nestifi. Pioneer in real-life blockchain use cases — digital identity, tokenomics, and fintech distribution.

AID:Tech · Nestifi

Thomas Breen

Advisor

Goldman Sachs credit risk principal focused on volatile commodity markets. Expert in financial modelling, risk management and due diligence.

Goldman Sachs · Risk

Work directly with the founders.

Every engagement is led by the people who built QMI's live signal systems — not a junior bench.

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04 / Engagements

Who we work with.

Our consulting is built for institutions that allocate or manage capital and want a durable, systematic edge — not a one-off prototype.

● Strong Fit

Hedge Funds & Prop Desks

You run discretionary or systematic strategies and want AI-driven research and execution infrastructure.

Family Offices & Asset Managers

You allocate capital across alternative assets and need institutional-grade risk and analytics.

Sovereign & Treasury Functions

You require data sovereignty, on-site deployment, and defensible, auditable systems.

○ Less Ideal Fit

Retail Beginners

Looking for signals, tips, or a get-rich-quick trading bot.

Set-and-Forget Investors

Happy with index funds and no involvement in process or infrastructure.

Off-the-Shelf Buyers

Seeking a boxed product rather than a bespoke, integrated system.