Open-source microscopy analysis with deep scientific adoption, but less centered on natural-language workflow assembly.
Open-source quantitative image analysis for biology, with more manual pipeline construction than Alchemy claims.
Open-source bioimage analysis used heavily in pathology and microscopy, with a different center of gravity than agent-built lab workflows.
Interactive machine-learning segmentation and classification software, closer to model-assisted analysis than end-to-end agent orchestration.
Python-based image viewer and analysis ecosystem for scientific users, with stronger developer orientation than Alchemy’s no-code surface.
The moat is not proved yet; the path is workflow switching costs from validated lab-specific pipelines and reusable image-analysis models.
Alchemy applies an agent layer to translate plain-language scientific intent into computer-vision pipelines, with local execution and human verification around the output.
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.