We see structure in uncertainty

CertEq is an AI Research Lab building universal foundation models for prediction and decision-making on financial markets

ABOUT US

Our vision

Forecasting complex, fast-changing environments is still one of AI’s biggest open challenges. It touches everything from multimodal learning and continual adaptation to synthetic data and simulation. Financial markets are the ideal testing ground: massive open datasets, constant real-time feedback, and conditions tough enough to push any idea to its limits. If you want to see your research move beyond theory and prove itself in the real world, this is where it happens.

OUR EDGE

What we do

E / 1

We design and develop universal multimodal foundation models that learn across text, time-series, and structured data to forecast markets and guide decisions.

E / 1

We design and develop universal multimodal foundation models that learn across text, time-series, and structured data to forecast markets and guide decisions.

E / 2

We work with extensive market datasets, harness large-scale HPC and a novel cutting-edge non–von Neumann hardware, and integrate everything into a complete research-to-execution stack.

E / 2

We work with extensive market datasets, harness large-scale HPC and a novel cutting-edge non–von Neumann hardware, and integrate everything into a complete research-to-execution stack.

E / 3

We create a playground for the top researchers and engineers to tackle one of the hardest and most rewarding problems of our time: predicting complex systems.

E / 3

We create a playground for the top researchers and engineers to tackle one of the hardest and most rewarding problems of our time: predicting complex systems.

E / 4

We go beyond finance — using the same modeling core to tackle complex dynamical systems. From markets to brain activity, energy, and supply chains, we push the boundaries of how intelligence learns, adapts, and forecasts in the real world.

E / 4

OUR EDGE

What we do

E / 1

We design universal multimodal foundation models that learn across text, time-series, and structured data to forecast markets and guide decisions.

E / 1

We design universal multimodal foundation models that learn across text, time-series, and structured data to forecast markets and guide decisions.

E / 2

We create AI-driven compilers and code agents that make entirely new chip architectures programmable, opening the door to the future of compute.

E / 2

We offer full access to essential datasets, high-performance compute, and research-to-execution stack.

E / 3

We create a playground for the top researchers and engineers to tackle one of the hardest and most rewarding problems of our time: predicting complex systems.

E / 3

We create a playground for the top researchers and engineers to tackle one of the hardest and most rewarding problems of our time: predicting complex systems.

E / 4

Expand beyond finance — use the same modeling core in a range of applications, from financial markets to neuroscience, and other dynamic systems that shape the future.

E / 4

Expand beyond finance — use the same modeling core in a range of applications, from financial markets to neuroscience, and other dynamic systems that shape the future.

CAREERS

Join our team and turn cutting-edge research into real-world results.

Learn more

Let's connect!

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Let's connect!

By submitting the application form, you consent to our Privacy policy.