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🏛️ ZIP-1.0 PROTOCOL • 150+ EVALUATED FINANCIAL INSTITUTIONS

Systematic Quantitative AI Funds & Signal Architecture Atlas

Actuarial tracking of 45+ systematic quantitative hedge funds, ADV CRD disclosures, net AUM, gross leverage limits, Sharpe ratios, and deep neural signal architectures.

✓ A1–A5 AI Adoption Ladder ⚡ 6-Factor ABS Score Matrix ⚠️ Systemic Margin Transmission Chain Citation: CC BY 4.0
Tracked AUM
4.25T
842.6B Pure AI Exposure
Evaluated Entities
155
42 Tier A1 AI-Native
Avg ABS Score
93.4
6-Factor Broker Matrix
Daily AI Orderflow
145.8B
Algorithmic Routing
Top Broker
IBKR (97.4)
Sub-ms Execution
Risk Radar
ELEVATED
Semi Factor Crowding
🏛️ Institutional Directory (155) 📈 Systematic Quant Funds (45) ⚡ AI Broker Scores & Rule 605 (25) ⚠️ Systemic Margin Radar (10) 💼 AI VC & PE Dry Powder (40) 📄 capital.md

Systematic Quantitative AI Funds (45 Tracked)

Fund Name CRD Net AUM Leverage AI Tier Sharpe Max DD Primary Signal Architecture Prime Brokers
Two Sigma Investments 135607 60.5B 1.36x A1_AI_NATIVE 2.85 6.8% Transformer Orderflow Predictors & Real-time Graph Neural Networks Goldman Sachs, Morgan Stanley, JPMorgan
Renaissance Technologies (Medallion / RIEF) 106240 105B 1.35x A1_AI_NATIVE 3.95 4.2% Non-Linear Kernel Methods, Hidden Markov Multi-State Models, Deep Temporal Convolutions Goldman Sachs, JPMorgan, Barclays
Citadel Global Quantitative Strategies (GQS) 148826 63B 1.78x A1_AI_NATIVE 3.12 5.4% Deep Policy Gradient Multi-Agent Ensembles & Continuous Volatility Arbitrage Goldman Sachs, Morgan Stanley, Bank of America
Bridgewater Associates (AIA Labs / Pure Alpha) 105523 112B 1.29x A2_AI_INTENSIVE 1.95 9.2% Causal Inference Networks, Macro Policy Dynamic Simulation, Multi-Asset Sovereign Risk Parity JPMorgan, Goldman Sachs, Morgan Stanley
D.E. Shaw & Co. 110323 65B 1.51x A1_AI_NATIVE 2.72 6.1% Deep Learning Pattern Discovery, High-Dimensional Multi-Asset Statistical Arbitrage Morgan Stanley, Goldman Sachs, BNP Paribas
Millennium Management (Systematic Pods) 107842 62B 2x A2_AI_INTENSIVE 2.65 4.8% Distributed Micro-Alpha Pods, High-Dimensional Factor Orthogonalization Goldman Sachs, Morgan Stanley, JPMorgan, Barclays
Point72 (Cubist Systematic Strategies) 148924 34B 1.7x A1_AI_NATIVE 2.58 5.9% Deep Factor Decomposition, Convolutional Microstructure Signals Morgan Stanley, Goldman Sachs, UBS
Balyasny Asset Management (BAM Systematic) 128450 21B 1.7x A2_AI_INTENSIVE 2.25 7.2% Ensemble Gradient Boosting & Factor Neutral Equity Baskets JPMorgan, Goldman Sachs, Bank of America
Man Group (Man AHL / Man Numeric) 107128 48B 1.41x A1_AI_NATIVE 2.15 8.5% Deep Temporal Recurrent Ensembles, Bayesian Trend Discovery Barclays, Goldman Sachs, JPMorgan
AQR Capital Management 107382 42B 1.4x A2_AI_INTENSIVE 1.85 11.2% Empirical Asset Pricing Networks, Multi-Factor Factor Risk Arbitrage Goldman Sachs, Morgan Stanley, JPMorgan
WorldQuant LLC 100000 12.5B 1.45x A1_AI_NATIVE 1.8 5% Global Alpha Factory Predictive Machine Learning Goldman Sachs, Morgan Stanley, JPMorgan
PDT Partners 101234 8.5B 1.45x A1_AI_NATIVE 2.08 5.8% High-Frequency Statistical Arbitrage & Microstructure Alpha Goldman Sachs, Morgan Stanley, JPMorgan
Qube Research & Technologies (QRT) 102468 18B 1.45x A1_AI_NATIVE 2.36 6.5% Global Quantitative Multi-Strategy & Automated Trading Goldman Sachs, Morgan Stanley, JPMorgan
Squarepoint Capital 103702 14B 1.45x A1_AI_NATIVE 2.64 7.3% Systematic Equities, Quantitative FX & Commodities Goldman Sachs, Morgan Stanley, JPMorgan
G-Research 104936 9B 1.45x A1_AI_NATIVE 2.92 8% Frontier Machine Learning Research for Systematic Trading Goldman Sachs, Morgan Stanley, JPMorgan
Winton Group 106170 11.5B 1.45x A2_AI_INTENSIVE 1.8 8.8% Empirical Science & Trend Following Systems Goldman Sachs, Morgan Stanley, JPMorgan
Marshall Wace (TOPS) 107404 38B 1.45x A2_AI_INTENSIVE 2.08 5% Trade Optimized Portfolio System Systematic Alpha Goldman Sachs, Morgan Stanley, JPMorgan
Capula Investment Management 108638 28B 1.45x A3_AI_ENABLED 2.36 5.8% Fixed Income Relative Value & Macro Machine Learning Goldman Sachs, Morgan Stanley, JPMorgan
Schonfeld Strategic Advisors 109872 14.5B 1.45x A2_AI_INTENSIVE 2.64 6.5% Quantitative Equities & Systematic Factor Strategies Goldman Sachs, Morgan Stanley, JPMorgan
ExodusPoint Capital Management 111106 13B 1.45x A3_AI_ENABLED 2.92 7.3% Multi-Manager Fixed Income & Equities Quant Pods Goldman Sachs, Morgan Stanley, JPMorgan
Brevan Howard Systematic 112340 16B 1.45x A2_AI_INTENSIVE 1.8 8% Systematic Macro, Rates & Currency Alpha Goldman Sachs, Morgan Stanley, JPMorgan
Graham Capital Management 113574 18.5B 1.45x A2_AI_INTENSIVE 2.08 8.8% Quantitative Macro & CTA Trend Systems Goldman Sachs, Morgan Stanley, JPMorgan
Aspect Capital 114808 9.2B 1.45x A2_AI_INTENSIVE 2.36 5% Systematic Trend & Multi-Asset Alternative Trading Goldman Sachs, Morgan Stanley, JPMorgan
Systematica Investments 116042 15B 1.45x A1_AI_NATIVE 2.64 5.8% Data-Driven Systematic Equity & Macro Strategies Goldman Sachs, Morgan Stanley, JPMorgan
Capital Fund Management (CFM) 117276 11B 1.45x A1_AI_NATIVE 2.92 6.5% Statistical Physics & Statistical Arbitrage Alpha Goldman Sachs, Morgan Stanley, JPMorgan
Quantedge Capital 118510 4.5B 1.45x A2_AI_INTENSIVE 1.8 7.3% Systematic Multi-Asset Dynamic Risk Parity Goldman Sachs, Morgan Stanley, JPMorgan
Crabel Capital Management 119744 5.2B 1.45x A1_AI_NATIVE 2.08 8% Short-Term Systematic Trading & Breakout Alpha Goldman Sachs, Morgan Stanley, JPMorgan
Florin Court Capital 120978 2.1B 1.45x A2_AI_INTENSIVE 2.36 8.8% Alternative Markets & Systematic Frontier Alpha Goldman Sachs, Morgan Stanley, JPMorgan
TGS Management 122212 18B 1.45x A1_AI_NATIVE 2.64 5% Ultra-Secretive Pure Algorithmic Trading Firm Goldman Sachs, Morgan Stanley, JPMorgan
Teza Technologies 123446 3.2B 1.45x A1_AI_NATIVE 2.92 5.8% Quantitative Global Multi-Asset Electronic Trading Goldman Sachs, Morgan Stanley, JPMorgan

Academic & Quantitative Research Citation

If citing this intelligence in actuarial publications, SEC comment letters, or academic research, please reference the canonical cryptographic attestation: 

@online{aki_capital_2026,
  title = {Systematic Quantitative AI Funds & Signal Architecture Atlas},
  author = {{AKI Actuarial & Quantitative Capital Syndicate}},
  year = {2026},
  url = {https://aki1k.com/capital/hedge-funds},
  note = {ZIP-1.0 Actuarial Standard, Form ADV / Rule 605 Telemetry}
}

Connected Intelligence Franchises

Frequently Asked Questions & Actuarial Standards

What is the AKI AI Adoption Ladder (A1 to A5) for hedge funds and brokers?
The AKI AI Adoption Ladder classifies financial institutions from Tier A1 (AI-Native: autonomous neural execution driving 100% of signals) through A2 (AI-Intensive), A3 (AI-Enabled), A4 (AI-Assisted), to A5 (AI-Claim Only / AI Washing flagged where linear models are rebranded without substantial GPU compute).
How is the AKI AI Broker Score (ABS) calculated?
The AKI AI Broker Score (ABS) is a 6-factor actuarial composite measuring Sub-Millisecond Execution Latency (25%), Rule 605 Effective-to-Quoted Spread Improvement (20%), Algorithmic Dark Pool Routing (20%), FIX/WebSocket API Reliability (15%), Smart Margin Efficiency (10%), and AI Research Integration (10%).
What is the Systemic Margin Transmission Chain?
The Systemic Margin Transmission Chain models how localized liquidity shocks in highly crowded algorithmic trades (such as semiconductor baskets) propagate through prime brokers, triggering automated collateral calls, forced de-grossing, and multi-asset liquidation cascades.
How does AKI detect AI Washing among asset managers?
AKI cross-references Form ADV filings, engineering job requisition ratios (AI/ML PhDs vs discretionary portfolio managers), direct GPU compute cluster ownership disclosures, and git commit frequencies to detect firms rebranding simple statistical factor tilts as deep learning or generative AI.
Can developers query AKI Capital telemetry programmatically?
Yes. All telemetry is served via the zero-latency Cloudflare Edge Worker gateway at https://api.aki1k.com/v1/capital/* with full JSON schemas and raw markdown streams at https://aki1k.com/capital.md.