Side-by-side comparison of AI visibility scores, market position, and capabilities
Delfi Diagnostics has raised $332M total to develop blood-based cancer detection using whole-genome cfDNA fragmentation analysis and ML; clinically validated FirstLook Lung test; partnering with Hackensack Meridian Health in 2025;
Delfi Diagnostics is a biotechnology company founded in 2019 by Victor Velculescu and headquartered in Baltimore, Maryland, specializing in blood-based cancer detection using machine learning and whole-genome sequencing of cell-free DNA (cfDNA). The company''s AI platform analyzes genome-wide fragmentation patterns of cell-free DNA from a simple blood draw — a liquid biopsy — to detect cancer-associated signals across multiple cancer types. This approach, called DELFI (DNA Evaluation of Fragments for Early Interception), generates a large number of features across the entire genome that machine learning models synthesize into a cancer risk score.
AI protein design platform combining language models with lab automation; active learning cycles for enzyme, antibody, and therapeutic protein engineering optimization.
Cradle is a protein design platform using AI to help biotechnology and pharmaceutical companies engineer better proteins — enzymes, antibodies, and therapeutic proteins — with improved stability, activity, and manufacturability. Founded in 2021 and headquartered in Amsterdam with teams in San Francisco, Cradle raised approximately $24 million and targets biopharmaceutical, agricultural, and industrial biotechnology companies that need to engineer proteins with specific functional properties.
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