AI research platform building models that learn from the fewest possible experiments in data-sparse scientific domains.
Confluence Labs builds AI models focused on learning efficiency—maximizing what can be discovered from a limited number of experiments. Their research targets constrained search problems in domains like drug and materials discovery where data collection is extremely costly. The mission is to compress the number of experiments needed to reach breakthroughs in drugs, materials, fusion, and climate solutions. Confluence Labs is a product of Confluence Labs.