Real Biology Data.
Better Models.

The frontier of artificial intelligence is constrained by our existing understanding of life. Vertical Bio generates datasets mapping unexplored and important areas of biology.

Explore Our Work
The unexplored frontier

Biological Data Is an Ocean
Yet To Be Mapped.

Like the ocean, biology holds a world we’re only beginning to map. New models can take us far. But they need real observations to venture further.

Where in silico reaches its limits, we generate the real experimental data. Capturing immune responses, time series cell state changes, effective dose studies, and sequential perturbations.

Built for the teams pushing biology forwardPharmaceutical AI Frontier labs

New training environments
& novel datasets

We turn difficult biological datasets into RL environments designed to increase performance on specific tasks and allow generalization to broader biological evals.

01 / DATASETS

New Biological Signal.

We source and structure data containing perturbations, trajectories, and biological states that are poorly represented in existing training corpora.

Perturbation trajectoriesBiological states
02 / GENERATION

We Generate The Missing Data.

When the required observations do not exist, we design and run experiments to produce the necessary states, actions, and transitions.

Experimental designState transitions
03 / ENVIRONMENTS

Built From The Model Side.

Our environments are designed by experienced reinforcement learning engineers. State spaces, action spaces, held-out distributions, and evaluations are built to strengthen targeted capabilities and improve performance across broader evaluation sets.

Model capabilitiesHeld-out evaluations