Butterfly sells handheld ultrasound systems, while Lumius is aiming at low-cost real-time 3D volume imaging rather than conventional 2D scanning.
Sonosite has established point-of-care ultrasound distribution and AI vascular access tools, while Lumius is betting on a different 3D imaging layer.
Lumify is a mobile ultrasound product line for 2D imaging, while Lumius' public claim centers on compact 3D ultrasound.
Clarius competes in handheld ultrasound, while Lumius' stated edge is DAT-based real-time 3D imaging and guided procedures.
The candidate moat is technical infrastructure: DAT hardware plus reconstruction IP could be hard to copy, but clinical data and regulatory proof still need to compound.
Lumius' ML edge is likely volumetric anatomy segmentation layered on DAT reconstruction, where the hard problem is guiding procedures from a real-time 3D ultrasound volume.
Simulates human biology with AI to predict drug effects and run virtual trials.
Google CEO Sundar Pichai highlighted their C2S-Scale 27B model for generating a novel cancer hypothesis that was later validated experimentally. CellType simulates human biology to predict drug effects using foundation models presented at ICML 2024, with all deals coming inbound from top-10 pharma. Yale professor turned down Google to build it.
Mines parasite genomes to discover protein therapeutics for autoimmune diseases.
Parasites evolved to suppress human immune responses over millions of years. Ditto mines their genomes for immunomodulatory proteins, and over 98% of those proteins remain uncharacterized. Three PhDs from Harvard, Berkeley, and UCSF with 40+ years of combined expertise in host-parasite biology.
Automates surgical planning for orthopedic procedures from CT scans using agentic AI.
Surgical planning for shoulder replacements takes hours of manual CT scan interpretation. Mango automates it in seconds via API, already past $500K ARR before demo day, with an 8-figure LOI from a leading orthopedic company. Only company in YC W26 pursuing FDA 510(k) clearance.