DB Macro ResearchDB Macro Research
Next-Generation Quantitative Research & Trading

DB Macro Research

Frontier AI, built for the world's most complex markets.

DB Macro Research is an AI-first quantitative research and trading firm. We pair deep research in finance with artificial intelligence to trade systematically across multiple markets, including equities, options, crypto, and prediction markets.
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What we do

We find opportunity in noisy, complex markets.

We turn real-time market intelligence into repeatable alpha.
Applying machine learning ▌
01

Experimentation

Artificial intelligence for financial markets is a discipline of its own. We build models from first principles and experiment across vast, noisy, and unstructured data. We test hypotheses against historical, synthetic, and live conditions — and let the evidence promote the strategy.
02

Market research

Real-time market research that turns complex data into machine-actionable insights. Drawn from vast, fast-moving data and updated the moment conditions change.
03

Systematic strategies

Validated signals become systematic strategies — portfolio construction, optimization, and optimal execution — that pursue alpha and run in live markets.
04

Multiple markets

We trade across equities, options, crypto, and prediction markets — wherever our research finds an edge. Each has its own structure and rhythm, and our models adapt to all of them accordingly.
The firm

Human and machine intelligence.

We bring together researchers, engineers, and quantitative traders to work on hard problems at the intersection of high-performance computing, large-scale optimization, and frontier AI. We build that AI for trading ourselves — machine learning, large language models, and reliable agentic AI.This is next-generation quant — beyond the detection-era machine learning of the past, toward models that observe, reason, and act under uncertainty.
Careers

Work on the hardest problems in markets.

We hire researchers and engineers who do their best work on hard problems. If you build at the intersection of artificial intelligence and financial markets, we want to hear from you.
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