Transforming biology from empirical to foreseeable

Frontier AI lab training the first scientific poly-intelligence to read all the layers of biology and connect them to the outcomes that matter.

Biology is still an empirical science

Every medicine begins as a hypothesis, tested by trial and error and confirmed only at the end, where being wrong costs the most.

9 in 10
medicines that enter human trials fail, and 95% when you consider discovery leads.
Ali et al., 2025
$2.6B
to bring a new therapeutic to market
Ali et al., 2025
10+ years
per approved drug
Ali et al., 2025

The cost to develop a new drug doubles roughly every ten years. This is Eroom's Law, and it's driven by an inability to predict biological outcome

Matterworks is reversing Eroom's Law by making the outcome foreseeable

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