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Agentic systematic investing · for banks & sovereign wealth funds

The next generation of systematic investing

AI agents that reason about every company on the evidence — trusted, reproducible, objective. Built by Andrew Ang — who has done it before, at BlackRock. For banks and sovereign wealth funds.

Andrew on the next generation of systematic investing · 30s
Co-founder & CIO

Andrew Ang, PhD

He built the second generation of systematic investing. Now he's building the next.

“I spent two decades building factor investing — at Columbia and at BlackRock. The next generation won’t come from adding factors to a formula. It will come from systems that reason.”
  • Architect of modern factor investing
  • Former Head of Factor Investing at BlackRock
  • Professor at Columbia Business School for 15 years
  • PhD, Stanford — advised the world's largest sovereign funds
Three generations

Every systematic mandate will be rebuilt around agents that reason.

Systematic investing weighs companies by rules and evidence, not opinion. Each generation weighed them better than the last — the next is the first that can explain itself.

1970s

Factor models

Weight by academic factors

CAPM · Fama–French
2000s

Smart beta

Weight by a few static factors

The generation Andrew Ang architected at BlackRock
Today

Agentic

Agents reason — and explain the weight

Altbridge

Factor models follow a formula. Smart beta tilts it. Agentic systematic reasons about every position — and explains the call.

The institutional standard

Trusted. Reproducible. Objective.

Institutional capital demands more than a backtest — a standard, and a mechanism that enforces it. Watch one get built.

Blind to the brand. On the evidence. Auditable by design.

Trusted

A reason you can audit

Every position carries an auditable reason. Agent disagreement is recorded, never hidden — your committee reviews the reasoning, not just the result.

Reproducible

Same evidence, same portfolio

The methodology is versioned, not a mood. Same mandate, same evidence — run it again and get the same book.

Objective

Blind to the brand

Agents never see the name — only the evidence. Reputation, narrative, and market mood can't sway the call.

Proof · Open research

The thesis, peer-readable.

Two papers co-authored with Andrew Ang — including the L0–L5 autonomy taxonomy — and free weekly research on Substack.

SSRN · 2025

The Path to Autonomous Investing

An L0–L5 taxonomy for autonomous investing, modeled on the SAE levels for self-driving cars.

Azimbayev · Kim · Ang Read on SSRN
arXiv · 2026

The Self-Driving Portfolio

An agentic architecture for institutional asset management — construction, review, and the autonomy levels for capital.

Ang · Azimbayev · Kim Read on arXiv
The offer

Commission a strategy. Keep control.

We build a custom agentic systematic strategy for your mandate — you license the methodology. Not a fund, not a trading desk.

Your mandate

Built to your objectives

Universe, constraints, risk budget, benchmark — the strategy is constructed for your mandate, not adapted from a product shelf.

Your custody & governance

Assets never move to us

You license the methodology and run it inside your own custody, governance, and risk limits.

Your audit

A methodology you can inspect

Versioned construction, recorded reasoning, reproducible results — your risk team can verify every step.

Frequently asked questions

What is systematic investing?
Systematic investing weighs companies by rules and evidence, not opinion or a manager's gut. Altbridge builds the methodology — AI agents that reason on the evidence, blind to the brand — and licenses it to institutions.
What is Altbridge?
Altbridge builds agentic systematic strategies — AI-native investment methodologies for banks and sovereign wealth funds. Our agents score every company on the evidence, blind to the brand, producing stable, mandate-fit strategies. Co-founded by a former sovereign wealth fund CIO and Andrew Ang — former Head of Factor Investing at BlackRock and Professor at Columbia.
Is Altbridge a hedge fund?
No. Altbridge builds agentic systematic strategies — AI-native methodologies licensed to banks and sovereign wealth funds. Our agents score every company on the evidence, blind to the brand; clients license the methodology, not a fund.
How is Altbridge different from other systematic strategies?
Most systematic strategies are black boxes — you get a number, not a reason. Altbridge's agents reason about each company on the evidence, blind to its brand, and leave a verdict you can audit. Explainable, evidence-based, and mandate-fit.
How do I work with Altbridge?
We engage banks and sovereign wealth funds for custom systematic mandates today. Submit an inquiry through the contact form and the team will respond within 24 hours.
What research has Altbridge published?
Two papers co-authored with Andrew Ang: "The Path to Autonomous Investing" (SSRN, 2025) and "The Self-Driving Portfolio" (arXiv, 2026). We also publish free weekly research on Substack.
For banks & sovereign wealth funds

Book a 30-minute scoping call.

We build custom agentic systematic strategies for institutional mandates — not a fund, not a trading desk. Tell us about your mandate and we'll come back within 24 hours to schedule the call.

We typically respond within 24 hours. Your information is kept confidential.

Or start with our free research — Subscribe on Substack →